id	sid	tid	token	lemma	pos
cana-813	1	1	communications	communication	NOUN
cana-813	1	2	on	on	ADP
cana-813	1	3	applied	apply	VERB
cana-813	1	4	nonlinear	nonlinear	ADJ
cana-813	1	5	analysis	analysis	NOUN
cana-813	1	6	issn	issn	NOUN
cana-813	1	7	:	:	PUNCT
cana-813	1	8	1074	1074	NUM
cana-813	1	9	-	-	PUNCT
cana-813	1	10	133x	133x	NUM
cana-813	1	11	vol	vol	NOUN
cana-813	1	12	31	31	NUM
cana-813	1	13	no	no	NOUN
cana-813	1	14	.	.	PUNCT
cana-813	2	1	4s	4s	NUM
cana-813	2	2	(	(	PUNCT
cana-813	2	3	2024	2024	NUM
cana-813	2	4	)	)	PUNCT
cana-813	2	5	1	1	NUM
cana-813	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-813	2	7	analysis	analysis	NOUN
cana-813	2	8	and	and	CCONJ
cana-813	2	9	prediction	prediction	NOUN
cana-813	2	10	of	of	ADP
cana-813	2	11	stock	stock	NOUN
cana-813	2	12	price	price	NOUN
cana-813	2	13	using	use	VERB
cana-813	2	14	hmm	hmm	NOUN
cana-813	2	15	and	and	CCONJ
cana-813	2	16	facebook	facebook	PROPN
cana-813	2	17	’s	’s	PART
cana-813	2	18	prophet	prophet	NOUN
cana-813	2	19	computational	computational	ADJ
cana-813	2	20	models	model	NOUN
cana-813	2	21	k.	k.	PROPN
cana-813	2	22	senthamarai	senthamarai	PROPN
cana-813	2	23	kannan1	kannan1	PROPN
cana-813	2	24	,	,	PUNCT
cana-813	2	25	v.	v.	ADP
cana-813	2	26	parimyndhan2	parimyndhan2	PROPN
cana-813	2	27	*	*	PUNCT
cana-813	2	28	,	,	PUNCT
cana-813	2	29	p.	p.	NOUN
cana-813	2	30	kumar3	kumar3	NOUN
cana-813	3	1	1senior	1senior	NUM
cana-813	3	2	professor	professor	NOUN
cana-813	3	3	,	,	PUNCT
cana-813	3	4	department	department	NOUN
cana-813	3	5	of	of	ADP
cana-813	3	6	statistics	statistic	NOUN
cana-813	3	7	,	,	PUNCT
cana-813	3	8	manonmaniam	manonmaniam	PROPN
cana-813	3	9	sundaranar	sundaranar	PROPN
cana-813	3	10	university	university	PROPN
cana-813	3	11	,	,	PUNCT
cana-813	3	12	tirunelveli	tirunelveli	ADJ
cana-813	3	13	–	–	PUNCT
cana-813	3	14	627	627	NUM
cana-813	3	15	012	012	NUM
cana-813	3	16	.	.	PUNCT
cana-813	4	1	2*research	2*research	NUM
cana-813	4	2	scholar	scholar	NOUN
cana-813	4	3	,	,	PUNCT
cana-813	4	4	department	department	NOUN
cana-813	4	5	of	of	ADP
cana-813	4	6	statistics	statistic	NOUN
cana-813	4	7	,	,	PUNCT
cana-813	4	8	manonmaniam	manonmaniam	PROPN
cana-813	4	9	sundaranar	sundaranar	PROPN
cana-813	4	10	university	university	PROPN
cana-813	4	11	,	,	PUNCT
cana-813	4	12	tirunelveli	tirunelveli	ADJ
cana-813	4	13	–	–	PUNCT
cana-813	4	14	627	627	NUM
cana-813	4	15	012	012	NUM
cana-813	4	16	3associate	3associate	NUM
cana-813	4	17	professor	professor	NOUN
cana-813	4	18	,	,	PUNCT
cana-813	4	19	department	department	NOUN
cana-813	4	20	of	of	ADP
cana-813	4	21	information	information	NOUN
cana-813	4	22	technology	technology	NOUN
cana-813	4	23	and	and	CCONJ
cana-813	4	24	engineering	engineering	NOUN
cana-813	4	25	,	,	PUNCT
cana-813	4	26	manonmaniam	manonmaniam	PROPN
cana-813	4	27	sundaranar	sundaranar	PROPN
cana-813	4	28	university	university	PROPN
cana-813	4	29	,	,	PUNCT
cana-813	4	30	tirunelveli	tirunelveli	ADJ
cana-813	4	31	–	–	PUNCT
cana-813	4	32	627	627	NUM
cana-813	4	33	012	012	NUM
cana-813	4	34	article	article	NOUN
cana-813	4	35	history	history	NOUN
cana-813	4	36	:	:	PUNCT
cana-813	4	37	received	receive	VERB
cana-813	4	38	:	:	PUNCT
cana-813	4	39	18	18	NUM
cana-813	4	40	-	-	PUNCT
cana-813	4	41	04	04	NUM
cana-813	4	42	-	-	PUNCT
cana-813	4	43	2024	2024	NUM
cana-813	4	44	revised	revise	VERB
cana-813	4	45	:	:	PUNCT
cana-813	4	46	02	02	NUM
cana-813	4	47	-	-	PUNCT
cana-813	4	48	06	06	NUM
cana-813	4	49	-	-	PUNCT
cana-813	4	50	2024	2024	NUM
cana-813	4	51	accepted	accept	VERB
cana-813	4	52	:	:	PUNCT
cana-813	4	53	20	20	NUM
cana-813	4	54	-	-	SYM
cana-813	4	55	06	06	NUM
cana-813	4	56	-	-	PUNCT
cana-813	4	57	2024	2024	NUM
cana-813	4	58	abstract	abstract	NOUN
cana-813	4	59	in	in	ADP
cana-813	4	60	recent	recent	ADJ
cana-813	4	61	times	time	NOUN
cana-813	4	62	,	,	PUNCT
cana-813	4	63	the	the	DET
cana-813	4	64	utilization	utilization	NOUN
cana-813	4	65	of	of	ADP
cana-813	4	66	statistical	statistical	ADJ
cana-813	4	67	and	and	CCONJ
cana-813	4	68	machine	machine	NOUN
cana-813	4	69	learning	learning	NOUN
cana-813	4	70	techniques	technique	NOUN
cana-813	4	71	has	have	AUX
cana-813	4	72	gained	gain	VERB
cana-813	4	73	prominence	prominence	NOUN
cana-813	4	74	in	in	ADP
cana-813	4	75	the	the	DET
cana-813	4	76	realm	realm	NOUN
cana-813	4	77	of	of	ADP
cana-813	4	78	financial	financial	ADJ
cana-813	4	79	data	datum	NOUN
cana-813	4	80	analysis	analysis	NOUN
cana-813	4	81	.	.	PUNCT
cana-813	5	1	these	these	DET
cana-813	5	2	methods	method	NOUN
cana-813	5	3	are	be	AUX
cana-813	5	4	applied	apply	VERB
cana-813	5	5	to	to	ADP
cana-813	5	6	various	various	ADJ
cana-813	5	7	types	type	NOUN
cana-813	5	8	of	of	ADP
cana-813	5	9	financial	financial	ADJ
cana-813	5	10	data	datum	NOUN
cana-813	5	11	,	,	PUNCT
cana-813	5	12	encompassing	encompass	VERB
cana-813	5	13	textual	textual	ADJ
cana-813	5	14	information	information	NOUN
cana-813	5	15	,	,	PUNCT
cana-813	5	16	numerical	numerical	ADJ
cana-813	5	17	data	data	PROPN
cana-813	5	18	,	,	PUNCT
cana-813	5	19	and	and	CCONJ
cana-813	5	20	graphical	graphical	ADJ
cana-813	5	21	representations	representation	NOUN
cana-813	5	22	.	.	PUNCT
cana-813	6	1	this	this	DET
cana-813	6	2	study	study	NOUN
cana-813	6	3	aims	aim	VERB
cana-813	6	4	to	to	PART
cana-813	6	5	compare	compare	VERB
cana-813	6	6	the	the	DET
cana-813	6	7	performance	performance	NOUN
cana-813	6	8	of	of	ADP
cana-813	6	9	two	two	NUM
cana-813	6	10	prominent	prominent	ADJ
cana-813	6	11	forecasting	forecasting	NOUN
cana-813	6	12	methods	method	NOUN
cana-813	6	13	,	,	PUNCT
cana-813	6	14	hidden	hide	VERB
cana-813	6	15	markov	markov	NOUN
cana-813	6	16	models	model	NOUN
cana-813	6	17	and	and	CCONJ
cana-813	6	18	facebook	facebook	NOUN
cana-813	6	19	’s	’s	PART
cana-813	6	20	prophet	prophet	NOUN
cana-813	6	21	in	in	ADP
cana-813	6	22	the	the	DET
cana-813	6	23	context	context	NOUN
cana-813	6	24	of	of	ADP
cana-813	6	25	stock	stock	NOUN
cana-813	6	26	price	price	NOUN
cana-813	6	27	prediction	prediction	NOUN
cana-813	6	28	.	.	PUNCT
cana-813	7	1	assessing	assess	VERB
cana-813	7	2	the	the	DET
cana-813	7	3	predictive	predictive	ADJ
cana-813	7	4	accuracy	accuracy	NOUN
cana-813	7	5	,	,	PUNCT
cana-813	7	6	interpretability	interpretability	NOUN
cana-813	7	7	,	,	PUNCT
cana-813	7	8	and	and	CCONJ
cana-813	7	9	adaptability	adaptability	NOUN
cana-813	7	10	of	of	ADP
cana-813	7	11	both	both	DET
cana-813	7	12	approaches	approach	NOUN
cana-813	7	13	through	through	ADP
cana-813	7	14	empirical	empirical	ADJ
cana-813	7	15	experiments	experiment	NOUN
cana-813	7	16	and	and	CCONJ
cana-813	7	17	case	case	NOUN
cana-813	7	18	studies	study	NOUN
cana-813	7	19	sheds	shed	VERB
cana-813	7	20	light	light	NOUN
cana-813	7	21	on	on	ADP
cana-813	7	22	their	their	PRON
cana-813	7	23	respective	respective	ADJ
cana-813	7	24	advantages	advantage	NOUN
cana-813	7	25	and	and	CCONJ
cana-813	7	26	limitations	limitation	NOUN
cana-813	7	27	.	.	PUNCT
cana-813	8	1	these	these	DET
cana-813	8	2	experiments	experiment	NOUN
cana-813	8	3	demonstrate	demonstrate	VERB
cana-813	8	4	that	that	SCONJ
cana-813	8	5	the	the	DET
cana-813	8	6	predicted	predict	VERB
cana-813	8	7	stock	stock	NOUN
cana-813	8	8	prices	price	NOUN
cana-813	8	9	are	be	AUX
cana-813	8	10	in	in	ADP
cana-813	8	11	closer	close	ADJ
cana-813	8	12	proximity	proximity	NOUN
cana-813	8	13	to	to	ADP
cana-813	8	14	the	the	DET
cana-813	8	15	actual	actual	ADJ
cana-813	8	16	price	price	NOUN
cana-813	8	17	when	when	SCONJ
cana-813	8	18	compared	compare	VERB
cana-813	8	19	to	to	ADP
cana-813	8	20	using	use	VERB
cana-813	8	21	a	a	DET
cana-813	8	22	single	single	ADJ
cana-813	8	23	data	datum	NOUN
cana-813	8	24	source	source	NOUN
cana-813	8	25	.	.	PUNCT
cana-813	9	1	furthermore	furthermore	ADV
cana-813	9	2	,	,	PUNCT
cana-813	9	3	the	the	DET
cana-813	9	4	achieved	achieve	VERB
cana-813	9	5	mape	mape	NOUN
cana-813	9	6	are	be	AUX
cana-813	9	7	0.01	0.01	NUM
cana-813	9	8	,	,	PUNCT
cana-813	9	9	0.025	0.025	NUM
cana-813	9	10	and	and	CCONJ
cana-813	9	11	respectively	respectively	ADV
cana-813	9	12	,	,	PUNCT
cana-813	9	13	outperforming	outperform	VERB
cana-813	9	14	conventional	conventional	ADJ
cana-813	9	15	methodologies	methodology	NOUN
cana-813	9	16	.	.	PUNCT
cana-813	10	1	our	our	PRON
cana-813	10	2	validation	validation	NOUN
cana-813	10	3	of	of	ADP
cana-813	10	4	effectiveness	effectiveness	NOUN
cana-813	10	5	extends	extend	VERB
cana-813	10	6	to	to	ADP
cana-813	10	7	real	real	ADJ
cana-813	10	8	-	-	PUNCT
cana-813	10	9	world	world	NOUN
cana-813	10	10	datasets	dataset	NOUN
cana-813	10	11	encompassing	encompass	VERB
cana-813	10	12	the	the	DET
cana-813	10	13	nifty50	nifty50	ADJ
cana-813	10	14	index	index	NOUN
cana-813	10	15	.	.	PUNCT
cana-813	11	1	these	these	DET
cana-813	11	2	findings	finding	NOUN
cana-813	11	3	offer	offer	VERB
cana-813	11	4	valuable	valuable	ADJ
cana-813	11	5	insights	insight	NOUN
cana-813	11	6	for	for	ADP
cana-813	11	7	researchers	researcher	NOUN
cana-813	11	8	and	and	CCONJ
cana-813	11	9	practitioners	practitioner	NOUN
cana-813	11	10	seeking	seek	VERB
cana-813	11	11	effective	effective	ADJ
cana-813	11	12	strategies	strategy	NOUN
cana-813	11	13	for	for	ADP
cana-813	11	14	stock	stock	NOUN
cana-813	11	15	price	price	NOUN
cana-813	11	16	prediction	prediction	NOUN
cana-813	11	17	.	.	PUNCT
cana-813	12	1	keywords	keyword	NOUN
cana-813	12	2	:	:	PUNCT
cana-813	12	3	stocks	stock	NOUN
cana-813	12	4	,	,	PUNCT
cana-813	12	5	hmm	hmm	INTJ
cana-813	12	6	,	,	PUNCT
cana-813	12	7	facebook	facebook	PROPN
cana-813	12	8	’s	’s	PART
cana-813	12	9	prophet	prophet	NOUN
cana-813	12	10	,	,	PUNCT
cana-813	12	11	machine	machine	NOUN
cana-813	12	12	learning	learning	NOUN
cana-813	12	13	,	,	PUNCT
cana-813	12	14	forecasting	forecasting	NOUN
cana-813	12	15	.	.	PUNCT
cana-813	13	1	1	1	X
cana-813	13	2	.	.	X
cana-813	13	3	introduction	introduction	NOUN
cana-813	13	4	stock	stock	NOUN
cana-813	13	5	price	price	NOUN
cana-813	13	6	prediction	prediction	NOUN
cana-813	13	7	has	have	AUX
cana-813	13	8	been	be	AUX
cana-813	13	9	a	a	DET
cana-813	13	10	longstanding	longstanding	ADJ
cana-813	13	11	challenge	challenge	NOUN
cana-813	13	12	in	in	ADP
cana-813	13	13	the	the	DET
cana-813	13	14	field	field	NOUN
cana-813	13	15	of	of	ADP
cana-813	13	16	finance	finance	NOUN
cana-813	13	17	,	,	PUNCT
cana-813	13	18	attracting	attract	VERB
cana-813	13	19	the	the	DET
cana-813	13	20	attention	attention	NOUN
cana-813	13	21	of	of	ADP
cana-813	13	22	researchers	researcher	NOUN
cana-813	13	23	,	,	PUNCT
cana-813	13	24	investors	investor	NOUN
cana-813	13	25	,	,	PUNCT
cana-813	13	26	and	and	CCONJ
cana-813	13	27	analysts	analyst	NOUN
cana-813	13	28	alike	alike	ADV
cana-813	13	29	.	.	PUNCT
cana-813	14	1	accurate	accurate	ADJ
cana-813	14	2	forecasting	forecasting	NOUN
cana-813	14	3	of	of	ADP
cana-813	14	4	stock	stock	NOUN
cana-813	14	5	prices	price	NOUN
cana-813	14	6	is	be	AUX
cana-813	14	7	a	a	DET
cana-813	14	8	complex	complex	ADJ
cana-813	14	9	task	task	NOUN
cana-813	14	10	due	due	ADP
cana-813	14	11	to	to	ADP
cana-813	14	12	the	the	DET
cana-813	14	13	intricate	intricate	ADJ
cana-813	14	14	interplay	interplay	NOUN
cana-813	14	15	of	of	ADP
cana-813	14	16	factors	factor	NOUN
cana-813	14	17	,	,	PUNCT
cana-813	14	18	including	include	VERB
cana-813	14	19	market	market	NOUN
cana-813	14	20	sentiment	sentiment	NOUN
cana-813	14	21	,	,	PUNCT
cana-813	14	22	economic	economic	ADJ
cana-813	14	23	indicators	indicator	NOUN
cana-813	14	24	,	,	PUNCT
cana-813	14	25	geopolitical	geopolitical	ADJ
cana-813	14	26	events	event	NOUN
cana-813	14	27	,	,	PUNCT
cana-813	14	28	and	and	CCONJ
cana-813	14	29	company	company	NOUN
cana-813	14	30	-	-	PUNCT
cana-813	14	31	specific	specific	ADJ
cana-813	14	32	developments	development	NOUN
cana-813	14	33	.	.	PUNCT
cana-813	15	1	in	in	ADP
cana-813	15	2	recent	recent	ADJ
cana-813	15	3	times	time	NOUN
cana-813	15	4	,	,	PUNCT
cana-813	15	5	the	the	DET
cana-813	15	6	emergence	emergence	NOUN
cana-813	15	7	of	of	ADP
cana-813	15	8	advanced	advanced	ADJ
cana-813	15	9	machine	machine	NOUN
cana-813	15	10	learning	learning	NOUN
cana-813	15	11	methods	method	NOUN
cana-813	15	12	has	have	AUX
cana-813	15	13	created	create	VERB
cana-813	15	14	fresh	fresh	ADJ
cana-813	15	15	opportunities	opportunity	NOUN
cana-813	15	16	for	for	ADP
cana-813	15	17	tackling	tackle	VERB
cana-813	15	18	this	this	DET
cana-813	15	19	problem	problem	NOUN
cana-813	15	20	,	,	PUNCT
cana-813	15	21	offering	offer	VERB
cana-813	15	22	the	the	DET
cana-813	15	23	potential	potential	NOUN
cana-813	15	24	to	to	PART
cana-813	15	25	uncover	uncover	VERB
cana-813	15	26	hidden	hide	VERB
cana-813	15	27	patterns	pattern	NOUN
cana-813	15	28	and	and	CCONJ
cana-813	15	29	relationships	relationship	NOUN
cana-813	15	30	within	within	ADP
cana-813	15	31	historical	historical	ADJ
cana-813	15	32	stock	stock	NOUN
cana-813	15	33	price	price	NOUN
cana-813	15	34	data	datum	NOUN
cana-813	15	35	.	.	PUNCT
cana-813	16	1	among	among	ADP
cana-813	16	2	the	the	DET
cana-813	16	3	myriad	myriad	ADJ
cana-813	16	4	forecasting	forecasting	NOUN
cana-813	16	5	methods	method	NOUN
cana-813	16	6	available	available	ADJ
cana-813	16	7	,	,	PUNCT
cana-813	16	8	this	this	DET
cana-813	16	9	study	study	NOUN
cana-813	16	10	focuses	focus	VERB
cana-813	16	11	on	on	ADP
cana-813	16	12	comparing	compare	VERB
cana-813	16	13	two	two	NUM
cana-813	16	14	prominent	prominent	ADJ
cana-813	16	15	approaches	approach	NOUN
cana-813	16	16	:	:	PUNCT
cana-813	16	17	facebook	facebook	NOUN
cana-813	16	18	prophet	prophet	NOUN
cana-813	16	19	and	and	CCONJ
cana-813	16	20	hidden	hide	VERB
cana-813	16	21	markov	markov	NOUN
cana-813	16	22	models	model	NOUN
cana-813	16	23	(	(	PUNCT
cana-813	16	24	hmms	hmms	NOUN
cana-813	16	25	)	)	PUNCT
cana-813	16	26	.	.	PUNCT
cana-813	17	1	these	these	DET
cana-813	17	2	methods	method	NOUN
cana-813	17	3	offer	offer	VERB
cana-813	17	4	distinct	distinct	ADJ
cana-813	17	5	methodologies	methodology	NOUN
cana-813	17	6	and	and	CCONJ
cana-813	17	7	capabilities	capability	NOUN
cana-813	17	8	for	for	ADP
cana-813	17	9	capturing	capture	VERB
cana-813	17	10	the	the	DET
cana-813	17	11	temporal	temporal	ADJ
cana-813	17	12	dynamics	dynamic	NOUN
cana-813	17	13	of	of	ADP
cana-813	17	14	stock	stock	NOUN
cana-813	17	15	prices	price	NOUN
cana-813	17	16	,	,	PUNCT
cana-813	17	17	each	each	PRON
cana-813	17	18	with	with	ADP
cana-813	17	19	its	its	PRON
cana-813	17	20	unique	unique	ADJ
cana-813	17	21	set	set	NOUN
cana-813	17	22	of	of	ADP
cana-813	17	23	strengths	strength	NOUN
cana-813	17	24	and	and	CCONJ
cana-813	17	25	weaknesses	weakness	NOUN
cana-813	17	26	.	.	PUNCT
cana-813	18	1	facebook	facebook	PROPN
cana-813	18	2	prophet	prophet	NOUN
cana-813	18	3	,	,	PUNCT
cana-813	18	4	introduced	introduce	VERB
cana-813	18	5	by	by	ADP
cana-813	18	6	taylor	taylor	PROPN
cana-813	18	7	and	and	CCONJ
cana-813	18	8	letham	letham	PROPN
cana-813	18	9	in	in	ADP
cana-813	18	10	2017	2017	NUM
cana-813	18	11	,	,	PUNCT
cana-813	18	12	presents	present	VERB
cana-813	18	13	an	an	DET
cana-813	18	14	intuitive	intuitive	ADJ
cana-813	18	15	and	and	CCONJ
cana-813	18	16	userfriendly	userfriendly	ADV
cana-813	18	17	approach	approach	VERB
cana-813	18	18	to	to	ADP
cana-813	18	19	time	time	NOUN
cana-813	18	20	series	series	PROPN
cana-813	18	21	forecasting	forecasting	PROPN
cana-813	18	22	.	.	PUNCT
cana-813	19	1	prophet	prophet	NOUN
cana-813	19	2	is	be	AUX
cana-813	19	3	designed	design	VERB
cana-813	19	4	to	to	PART
cana-813	19	5	handle	handle	VERB
cana-813	19	6	a	a	DET
cana-813	19	7	variety	variety	NOUN
cana-813	19	8	of	of	ADP
cana-813	19	9	time	time	NOUN
cana-813	19	10	series	series	PROPN
cana-813	19	11	data	data	PROPN
cana-813	19	12	,	,	PUNCT
cana-813	19	13	including	include	VERB
cana-813	19	14	those	those	PRON
cana-813	19	15	with	with	ADP
cana-813	19	16	seasonality	seasonality	NOUN
cana-813	19	17	,	,	PUNCT
cana-813	19	18	holidays	holiday	NOUN
cana-813	19	19	,	,	PUNCT
cana-813	19	20	and	and	CCONJ
cana-813	19	21	abrupt	abrupt	ADJ
cana-813	19	22	changes	change	NOUN
cana-813	19	23	in	in	ADP
cana-813	19	24	trends	trend	NOUN
cana-813	19	25	.	.	PUNCT
cana-813	20	1	in	in	ADP
cana-813	20	2	contrast	contrast	NOUN
cana-813	20	3	,	,	PUNCT
cana-813	20	4	hmm	hmm	INTJ
cana-813	20	5	provides	provide	VERB
cana-813	20	6	a	a	DET
cana-813	20	7	probabilistic	probabilistic	ADJ
cana-813	20	8	framework	framework	NOUN
cana-813	20	9	for	for	ADP
cana-813	20	10	modelling	model	VERB
cana-813	20	11	sequences	sequence	NOUN
cana-813	20	12	of	of	ADP
cana-813	20	13	observations	observation	NOUN
cana-813	20	14	.	.	PUNCT
cana-813	21	1	originally	originally	ADV
cana-813	21	2	developed	develop	VERB
cana-813	21	3	in	in	ADP
cana-813	21	4	the	the	DET
cana-813	21	5	context	context	NOUN
cana-813	21	6	of	of	ADP
cana-813	21	7	speech	speech	NOUN
cana-813	21	8	recognition	recognition	NOUN
cana-813	21	9	,	,	PUNCT
cana-813	21	10	hmms	hmms	NOUN
cana-813	21	11	have	have	AUX
cana-813	21	12	found	find	VERB
cana-813	21	13	application	application	NOUN
cana-813	21	14	in	in	ADP
cana-813	21	15	a	a	DET
cana-813	21	16	wide	wide	ADJ
cana-813	21	17	range	range	NOUN
cana-813	21	18	of	of	ADP
cana-813	21	19	domains	domain	NOUN
cana-813	21	20	,	,	PUNCT
cana-813	21	21	communications	communication	NOUN
cana-813	21	22	on	on	ADP
cana-813	21	23	applied	apply	VERB
cana-813	21	24	nonlinear	nonlinear	ADJ
cana-813	21	25	analysis	analysis	NOUN
cana-813	21	26	issn	issn	NOUN
cana-813	21	27	:	:	PUNCT
cana-813	21	28	1074	1074	NUM
cana-813	21	29	-	-	PUNCT
cana-813	21	30	133x	133x	NUM
cana-813	21	31	vol	vol	NOUN
cana-813	21	32	31	31	NUM
cana-813	21	33	no	no	NOUN
cana-813	21	34	.	.	PUNCT
cana-813	22	1	4s	4s	NUM
cana-813	22	2	(	(	PUNCT
cana-813	22	3	2024	2024	NUM
cana-813	22	4	)	)	PUNCT
cana-813	22	5	2	2	NUM
cana-813	22	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-813	22	7	including	include	VERB
cana-813	22	8	finance	finance	NOUN
cana-813	22	9	.	.	PUNCT
cana-813	23	1	hmm	hmm	INTJ
cana-813	23	2	are	be	AUX
cana-813	23	3	particularly	particularly	ADV
cana-813	23	4	adept	adept	ADJ
cana-813	23	5	at	at	ADP
cana-813	23	6	capturing	capture	VERB
cana-813	23	7	hidden	hidden	ADJ
cana-813	23	8	states	state	NOUN
cana-813	23	9	or	or	CCONJ
cana-813	23	10	regimes	regime	NOUN
cana-813	23	11	that	that	PRON
cana-813	23	12	govern	govern	VERB
cana-813	23	13	observed	observed	ADJ
cana-813	23	14	data	datum	NOUN
cana-813	23	15	[	[	X
cana-813	23	16	4	4	NUM
cana-813	23	17	]	]	PUNCT
cana-813	23	18	.	.	PUNCT
cana-813	24	1	the	the	DET
cana-813	24	2	objective	objective	NOUN
cana-813	24	3	of	of	ADP
cana-813	24	4	this	this	DET
cana-813	24	5	research	research	NOUN
cana-813	24	6	is	be	AUX
cana-813	24	7	to	to	PART
cana-813	24	8	evaluate	evaluate	VERB
cana-813	24	9	the	the	DET
cana-813	24	10	effectiveness	effectiveness	NOUN
cana-813	24	11	of	of	ADP
cana-813	24	12	a	a	DET
cana-813	24	13	hidden	hide	VERB
cana-813	24	14	markov	markov	NOUN
cana-813	24	15	model	model	NOUN
cana-813	24	16	and	and	CCONJ
cana-813	24	17	a	a	DET
cana-813	24	18	prophet	prophet	NOUN
cana-813	24	19	in	in	ADP
cana-813	24	20	capturing	capture	VERB
cana-813	24	21	stock	stock	NOUN
cana-813	24	22	movements	movement	NOUN
cana-813	24	23	through	through	ADP
cana-813	24	24	training	training	NOUN
cana-813	24	25	on	on	ADP
cana-813	24	26	historical	historical	ADJ
cana-813	24	27	data	datum	NOUN
cana-813	24	28	,	,	PUNCT
cana-813	24	29	ultimately	ultimately	ADV
cana-813	24	30	leading	lead	VERB
cana-813	24	31	to	to	ADP
cana-813	24	32	their	their	PRON
cana-813	24	33	capacity	capacity	NOUN
cana-813	24	34	to	to	PART
cana-813	24	35	forecast	forecast	VERB
cana-813	24	36	stock	stock	NOUN
cana-813	24	37	prices	price	NOUN
cana-813	24	38	.	.	PUNCT
cana-813	25	1	the	the	DET
cana-813	25	2	selection	selection	NOUN
cana-813	25	3	of	of	ADP
cana-813	25	4	these	these	DET
cana-813	25	5	two	two	NUM
cana-813	25	6	models	model	NOUN
cana-813	25	7	is	be	AUX
cana-813	25	8	based	base	VERB
cana-813	25	9	on	on	ADP
cana-813	25	10	their	their	PRON
cana-813	25	11	distinct	distinct	ADJ
cana-813	25	12	underlying	underlie	VERB
cana-813	25	13	principles	principle	NOUN
cana-813	25	14	.	.	PUNCT
cana-813	26	1	the	the	DET
cana-813	26	2	hidden	hide	VERB
cana-813	26	3	markov	markov	NOUN
cana-813	26	4	model	model	NOUN
cana-813	26	5	primarily	primarily	ADV
cana-813	26	6	relies	rely	VERB
cana-813	26	7	on	on	ADP
cana-813	26	8	statistical	statistical	ADJ
cana-813	26	9	analysis	analysis	NOUN
cana-813	26	10	and	and	CCONJ
cana-813	26	11	probability	probability	NOUN
cana-813	26	12	distributions	distribution	NOUN
cana-813	26	13	for	for	ADP
cana-813	26	14	optimization	optimization	NOUN
cana-813	26	15	,	,	PUNCT
cana-813	26	16	while	while	SCONJ
cana-813	26	17	a	a	DET
cana-813	26	18	prophet	prophet	NOUN
cana-813	26	19	is	be	AUX
cana-813	26	20	a	a	DET
cana-813	26	21	forecasting	forecasting	NOUN
cana-813	26	22	tool	tool	NOUN
cana-813	26	23	designed	design	VERB
cana-813	26	24	for	for	ADP
cana-813	26	25	time	time	NOUN
cana-813	26	26	series	series	PROPN
cana-813	26	27	data	data	PROPN
cana-813	26	28	.	.	PUNCT
cana-813	27	1	this	this	DET
cana-813	27	2	study	study	NOUN
cana-813	27	3	aims	aim	VERB
cana-813	27	4	to	to	PART
cana-813	27	5	ascertain	ascertain	VERB
cana-813	27	6	which	which	PRON
cana-813	27	7	of	of	ADP
cana-813	27	8	these	these	DET
cana-813	27	9	two	two	NUM
cana-813	27	10	models	model	NOUN
cana-813	27	11	demonstrates	demonstrate	VERB
cana-813	27	12	superior	superior	ADJ
cana-813	27	13	performance	performance	NOUN
cana-813	27	14	in	in	ADP
cana-813	27	15	analyzing	analyze	VERB
cana-813	27	16	stock	stock	NOUN
cana-813	27	17	data	datum	NOUN
cana-813	27	18	.	.	PUNCT
cana-813	28	1	by	by	ADP
cana-813	28	2	comparing	compare	VERB
cana-813	28	3	the	the	DET
cana-813	28	4	results	result	NOUN
cana-813	28	5	of	of	ADP
cana-813	28	6	the	the	DET
cana-813	28	7	two	two	NUM
cana-813	28	8	experiments	experiment	NOUN
cana-813	28	9	,	,	PUNCT
cana-813	28	10	the	the	DET
cana-813	28	11	finding	finding	NOUN
cana-813	28	12	is	be	AUX
cana-813	28	13	which	which	DET
cana-813	28	14	model	model	NOUN
cana-813	28	15	is	be	AUX
cana-813	28	16	most	most	ADV
cana-813	28	17	suitable	suitable	ADJ
cana-813	28	18	for	for	ADP
cana-813	28	19	the	the	DET
cana-813	28	20	stock	stock	NOUN
cana-813	28	21	prices	price	NOUN
cana-813	28	22	.	.	PUNCT
cana-813	29	1	the	the	DET
cana-813	29	2	models	model	NOUN
cana-813	29	3	will	will	AUX
cana-813	29	4	be	be	AUX
cana-813	29	5	evaluated	evaluate	VERB
cana-813	29	6	by	by	ADP
cana-813	29	7	mape	mape	NOUN
cana-813	29	8	.	.	PUNCT
cana-813	30	1	in	in	ADP
cana-813	30	2	this	this	DET
cana-813	30	3	study	study	NOUN
cana-813	30	4	,	,	PUNCT
cana-813	30	5	prices	price	NOUN
cana-813	30	6	of	of	ADP
cana-813	30	7	nifty50	nifty50	ADV
cana-813	30	8	were	be	AUX
cana-813	30	9	utilized	utilize	VERB
cana-813	30	10	.	.	PUNCT
cana-813	31	1	the	the	DET
cana-813	31	2	remainder	remainder	NOUN
cana-813	31	3	of	of	ADP
cana-813	31	4	this	this	DET
cana-813	31	5	study	study	NOUN
cana-813	31	6	is	be	AUX
cana-813	31	7	organized	organize	VERB
cana-813	31	8	as	as	SCONJ
cana-813	31	9	follows	follow	VERB
cana-813	31	10	:	:	PUNCT
cana-813	31	11	in	in	ADP
cana-813	31	12	section	section	PROPN
cana-813	31	13	ii	ii	PROPN
cana-813	31	14	,	,	PUNCT
cana-813	31	15	a	a	DET
cana-813	31	16	review	review	NOUN
cana-813	31	17	of	of	ADP
cana-813	31	18	some	some	DET
cana-813	31	19	existing	exist	VERB
cana-813	31	20	techniques	technique	NOUN
cana-813	31	21	for	for	ADP
cana-813	31	22	stock	stock	NOUN
cana-813	31	23	market	market	NOUN
cana-813	31	24	prediction	prediction	NOUN
cana-813	31	25	is	be	AUX
cana-813	31	26	conducted	conduct	VERB
cana-813	31	27	,	,	PUNCT
cana-813	31	28	with	with	ADP
cana-813	31	29	a	a	DET
cana-813	31	30	particular	particular	ADJ
cana-813	31	31	focus	focus	NOUN
cana-813	31	32	on	on	ADP
cana-813	31	33	the	the	DET
cana-813	31	34	thought	thought	NOUN
cana-813	31	35	of	of	ADP
cana-813	31	36	hmm	hmm	INTJ
cana-813	31	37	and	and	CCONJ
cana-813	31	38	facebook	facebook	PROPN
cana-813	31	39	's	's	PART
cana-813	31	40	prophet	prophet	NOUN
cana-813	31	41	[	[	X
cana-813	31	42	5	5	NUM
cana-813	31	43	]	]	PUNCT
cana-813	31	44	.	.	PUNCT
cana-813	32	1	in	in	ADP
cana-813	32	2	section	section	PROPN
cana-813	32	3	iii	iii	PROPN
cana-813	32	4	,	,	PUNCT
cana-813	32	5	the	the	DET
cana-813	32	6	data	data	NOUN
cana-813	32	7	is	be	AUX
cana-813	32	8	described	describe	VERB
cana-813	32	9	,	,	PUNCT
cana-813	32	10	and	and	CCONJ
cana-813	32	11	the	the	DET
cana-813	32	12	approach	approach	NOUN
cana-813	32	13	is	be	AUX
cana-813	32	14	elaborated	elaborate	VERB
cana-813	32	15	upon	upon	SCONJ
cana-813	32	16	,	,	PUNCT
cana-813	32	17	providing	provide	VERB
cana-813	32	18	detailed	detailed	ADJ
cana-813	32	19	mathematical	mathematical	ADJ
cana-813	32	20	explanations	explanation	NOUN
cana-813	32	21	.	.	PUNCT
cana-813	33	1	the	the	DET
cana-813	33	2	presentation	presentation	NOUN
cana-813	33	3	of	of	ADP
cana-813	33	4	the	the	DET
cana-813	33	5	experimental	experimental	ADJ
cana-813	33	6	results	result	NOUN
cana-813	33	7	is	be	AUX
cana-813	33	8	encompassed	encompass	VERB
cana-813	33	9	in	in	ADP
cana-813	33	10	section	section	NOUN
cana-813	33	11	iv	iv	NUM
cana-813	33	12	.	.	PUNCT
cana-813	34	1	finally	finally	ADV
cana-813	34	2	,	,	PUNCT
cana-813	34	3	section	section	NOUN
cana-813	34	4	v	v	NOUN
cana-813	34	5	presents	present	VERB
cana-813	34	6	conclusions	conclusion	NOUN
cana-813	34	7	and	and	CCONJ
cana-813	34	8	future	future	ADJ
cana-813	34	9	work	work	NOUN
cana-813	34	10	.	.	PUNCT
cana-813	35	1	2	2	X
cana-813	35	2	.	.	X
cana-813	35	3	literature	literature	NOUN
cana-813	35	4	review	review	NOUN
cana-813	35	5	in	in	ADP
cana-813	35	6	recent	recent	ADJ
cana-813	35	7	times	time	NOUN
cana-813	35	8	,	,	PUNCT
cana-813	35	9	stock	stock	NOUN
cana-813	35	10	price	price	NOUN
cana-813	35	11	forecasting	forecasting	NOUN
cana-813	35	12	has	have	AUX
cana-813	35	13	witnessed	witness	VERB
cana-813	35	14	significant	significant	ADJ
cana-813	35	15	advancements	advancement	NOUN
cana-813	35	16	,	,	PUNCT
cana-813	35	17	with	with	ADP
cana-813	35	18	associated	associated	ADJ
cana-813	35	19	technologies	technology	NOUN
cana-813	35	20	reaching	reach	VERB
cana-813	35	21	greater	great	ADJ
cana-813	35	22	levels	level	NOUN
cana-813	35	23	of	of	ADP
cana-813	35	24	maturity	maturity	NOUN
cana-813	35	25	.	.	PUNCT
cana-813	36	1	for	for	ADP
cana-813	36	2	example	example	NOUN
cana-813	36	3	,	,	PUNCT
cana-813	36	4	bustos	bustos	PROPN
cana-813	36	5	and	and	CCONJ
cana-813	36	6	pomares	pomare	NOUN
cana-813	36	7	(	(	PUNCT
cana-813	36	8	2020	2020	NUM
cana-813	36	9	)	)	PUNCT
cana-813	36	10	conducted	conduct	VERB
cana-813	36	11	a	a	DET
cana-813	36	12	comprehensive	comprehensive	ADJ
cana-813	36	13	examination	examination	NOUN
cana-813	36	14	of	of	ADP
cana-813	36	15	prediction	prediction	NOUN
cana-813	36	16	methods	method	NOUN
cana-813	36	17	employed	employ	VERB
cana-813	36	18	in	in	ADP
cana-813	36	19	the	the	DET
cana-813	36	20	financial	financial	ADJ
cana-813	36	21	market	market	NOUN
cana-813	36	22	[	[	X
cana-813	36	23	2	2	NUM
cana-813	36	24	]	]	PUNCT
cana-813	36	25	.	.	PUNCT
cana-813	37	1	their	their	PRON
cana-813	37	2	systematic	systematic	ADJ
cana-813	37	3	review	review	NOUN
cana-813	37	4	incorporated	incorporate	VERB
cana-813	37	5	52	52	NUM
cana-813	37	6	studies	study	NOUN
cana-813	37	7	that	that	PRON
cana-813	37	8	were	be	AUX
cana-813	37	9	published	publish	VERB
cana-813	37	10	between	between	ADP
cana-813	37	11	2014	2014	NUM
cana-813	37	12	and	and	CCONJ
cana-813	37	13	2018	2018	NUM
cana-813	37	14	.	.	PUNCT
cana-813	38	1	this	this	DET
cana-813	38	2	particular	particular	ADJ
cana-813	38	3	review	review	NOUN
cana-813	38	4	delved	delve	VERB
cana-813	38	5	into	into	ADP
cana-813	38	6	various	various	ADJ
cana-813	38	7	categories	category	NOUN
cana-813	38	8	of	of	ADP
cana-813	38	9	techniques	technique	NOUN
cana-813	38	10	,	,	PUNCT
cana-813	38	11	including	include	VERB
cana-813	38	12	machine	machine	NOUN
cana-813	38	13	learning	learning	NOUN
cana-813	38	14	,	,	PUNCT
cana-813	38	15	statistical	statistical	ADJ
cana-813	38	16	approaches	approach	NOUN
cana-813	38	17	,	,	PUNCT
cana-813	38	18	deep	deep	ADJ
cana-813	38	19	learning	learning	NOUN
cana-813	38	20	,	,	PUNCT
cana-813	38	21	text	text	NOUN
cana-813	38	22	mining	mining	NOUN
cana-813	38	23	,	,	PUNCT
cana-813	38	24	and	and	CCONJ
cana-813	38	25	ensemble	ensemble	ADJ
cana-813	38	26	methods	method	NOUN
cana-813	38	27	.	.	PUNCT
cana-813	39	1	su	su	PROPN
cana-813	39	2	,	,	PUNCT
cana-813	39	3	z.	z.	PROPN
cana-813	39	4	,	,	PUNCT
cana-813	39	5	&	&	CCONJ
cana-813	39	6	yi	yi	PROPN
cana-813	39	7	,	,	PUNCT
cana-813	39	8	b.	b.	PROPN
cana-813	39	9	(	(	PUNCT
cana-813	39	10	2022	2022	NUM
cana-813	39	11	)	)	PUNCT
cana-813	39	12	discuss	discuss	VERB
cana-813	39	13	that	that	SCONJ
cana-813	39	14	owing	owe	VERB
cana-813	39	15	to	to	ADP
cana-813	39	16	theoretical	theoretical	ADJ
cana-813	39	17	advancements	advancement	NOUN
cana-813	39	18	in	in	ADP
cana-813	39	19	the	the	DET
cana-813	39	20	financial	financial	ADJ
cana-813	39	21	domain	domain	NOUN
cana-813	39	22	,	,	PUNCT
cana-813	39	23	the	the	DET
cana-813	39	24	mathematical	mathematical	ADJ
cana-813	39	25	models	model	NOUN
cana-813	39	26	employed	employ	VERB
cana-813	39	27	to	to	PART
cana-813	39	28	characterize	characterize	VERB
cana-813	39	29	stocks	stock	NOUN
cana-813	39	30	have	have	AUX
cana-813	39	31	become	become	VERB
cana-813	39	32	more	more	ADV
cana-813	39	33	diverse	diverse	ADJ
cana-813	39	34	.	.	PUNCT
cana-813	40	1	currently	currently	ADV
cana-813	40	2	,	,	PUNCT
cana-813	40	3	research	research	NOUN
cana-813	40	4	in	in	ADP
cana-813	40	5	share	share	NOUN
cana-813	40	6	price	price	NOUN
cana-813	40	7	forecasting	forecasting	NOUN
cana-813	40	8	can	can	AUX
cana-813	40	9	be	be	AUX
cana-813	40	10	categorized	categorize	VERB
cana-813	40	11	into	into	ADP
cana-813	40	12	two	two	NUM
cana-813	40	13	main	main	ADJ
cana-813	40	14	streams	stream	NOUN
cana-813	40	15	:	:	PUNCT
cana-813	40	16	statistics	statistic	NOUN
cana-813	40	17	-	-	PUNCT
cana-813	40	18	driven	drive	VERB
cana-813	40	19	and	and	CCONJ
cana-813	40	20	non	non	ADJ
cana-813	40	21	-	-	ADJ
cana-813	40	22	statistical	statistical	ADJ
cana-813	40	23	approaches	approach	NOUN
cana-813	40	24	[	[	X
cana-813	40	25	7	7	NUM
cana-813	40	26	]	]	PUNCT
cana-813	40	27	.	.	PUNCT
cana-813	41	1	wu	wu	PROPN
cana-813	41	2	et	et	PROPN
cana-813	41	3	al	al	PROPN
cana-813	41	4	.	.	PROPN
cana-813	42	1	(	(	PUNCT
cana-813	42	2	2022	2022	NUM
cana-813	42	3	)	)	PUNCT
cana-813	42	4	proposed	propose	VERB
cana-813	42	5	a	a	DET
cana-813	42	6	stock	stock	NOUN
cana-813	42	7	price	price	NOUN
cana-813	42	8	predicting	predict	VERB
cana-813	42	9	method	method	NOUN
cana-813	42	10	integrating	integrate	VERB
cana-813	42	11	multiple	multiple	ADJ
cana-813	42	12	data	datum	NOUN
cana-813	42	13	sources	source	NOUN
cana-813	42	14	and	and	CCONJ
cana-813	42	15	investor	investor	NOUN
cana-813	42	16	sentiment	sentiment	NOUN
cana-813	42	17	[	[	X
cana-813	42	18	9	9	NUM
cana-813	42	19	]	]	PUNCT
cana-813	42	20	.	.	PUNCT
cana-813	43	1	tanvir	tanvir	PROPN
cana-813	43	2	et	et	PROPN
cana-813	43	3	al	al	PROPN
cana-813	43	4	.	.	PROPN
cana-813	43	5	(	(	PUNCT
cana-813	43	6	2023	2023	NUM
cana-813	43	7	)	)	PUNCT
cana-813	43	8	employed	employ	VERB
cana-813	43	9	the	the	DET
cana-813	43	10	maximum	maximum	NOUN
cana-813	43	11	a	a	DET
cana-813	43	12	posteriori	posteriori	NOUN
cana-813	43	13	hmm	hmm	NOUN
cana-813	43	14	technique	technique	NOUN
cana-813	43	15	to	to	PART
cana-813	43	16	forecast	forecast	VERB
cana-813	43	17	share	share	NOUN
cana-813	43	18	prices	price	NOUN
cana-813	43	19	for	for	ADP
cana-813	43	20	the	the	DET
cana-813	43	21	subsequent	subsequent	ADJ
cana-813	43	22	day	day	NOUN
cana-813	43	23	by	by	ADP
cana-813	43	24	leveraging	leverage	VERB
cana-813	43	25	historical	historical	ADJ
cana-813	43	26	data	datum	NOUN
cana-813	43	27	[	[	X
cana-813	43	28	8	8	NUM
cana-813	43	29	]	]	PUNCT
cana-813	43	30	.	.	PUNCT
cana-813	44	1	palupi	palupi	PROPN
cana-813	44	2	et	et	PROPN
cana-813	44	3	al	al	PROPN
cana-813	44	4	.	.	PROPN
cana-813	45	1	(	(	PUNCT
cana-813	45	2	2021	2021	NUM
cana-813	45	3	)	)	PUNCT
cana-813	45	4	applied	apply	VERB
cana-813	45	5	the	the	DET
cana-813	45	6	hmm	hmm	NOUN
cana-813	45	7	concept	concept	NOUN
cana-813	45	8	to	to	PART
cana-813	45	9	discern	discern	ADJ
cana-813	45	10	trends	trend	NOUN
cana-813	45	11	in	in	ADP
cana-813	45	12	the	the	DET
cana-813	45	13	financial	financial	ADJ
cana-813	45	14	market	market	NOUN
cana-813	45	15	.	.	PUNCT
cana-813	46	1	they	they	PRON
cana-813	46	2	focused	focus	VERB
cana-813	46	3	on	on	ADP
cana-813	46	4	using	use	VERB
cana-813	46	5	only	only	ADV
cana-813	46	6	the	the	DET
cana-813	46	7	observed	observed	ADJ
cana-813	46	8	state	state	NOUN
cana-813	46	9	,	,	PUNCT
cana-813	46	10	which	which	PRON
cana-813	46	11	is	be	AUX
cana-813	46	12	derived	derive	VERB
cana-813	46	13	from	from	ADP
cana-813	46	14	the	the	DET
cana-813	46	15	stock	stock	NOUN
cana-813	46	16	price	price	NOUN
cana-813	46	17	data	datum	NOUN
cana-813	46	18	[	[	X
cana-813	46	19	5	5	NUM
cana-813	46	20	]	]	PUNCT
cana-813	46	21	.	.	PUNCT
cana-813	47	1	ersoz	ersoz	PROPN
cana-813	47	2	et	et	PROPN
cana-813	47	3	al	al	PROPN
cana-813	47	4	.	.	PROPN
cana-813	47	5	(	(	PUNCT
cana-813	47	6	2021	2021	NUM
cana-813	47	7	)	)	PUNCT
cana-813	47	8	conducted	conduct	VERB
cana-813	47	9	a	a	DET
cana-813	47	10	study	study	NOUN
cana-813	47	11	comparing	compare	VERB
cana-813	47	12	the	the	DET
cana-813	47	13	accuracy	accuracy	NOUN
cana-813	47	14	of	of	ADP
cana-813	47	15	three	three	NUM
cana-813	47	16	different	different	ADJ
cana-813	47	17	forecasting	forecasting	NOUN
cana-813	47	18	algorithms	algorithm	NOUN
cana-813	47	19	,	,	PUNCT
cana-813	47	20	namely	namely	ADV
cana-813	47	21	prophet	prophet	NOUN
cana-813	47	22	,	,	PUNCT
cana-813	47	23	arima	arima	PROPN
cana-813	47	24	and	and	CCONJ
cana-813	47	25	holt	holt	PROPN
cana-813	47	26	winters	winter	NOUN
cana-813	47	27	for	for	ADP
cana-813	47	28	predicting	predict	VERB
cana-813	47	29	covid-19	covid-19	PROPN
cana-813	47	30	disease	disease	NOUN
cana-813	47	31	epidemiology	epidemiology	NOUN
cana-813	47	32	in	in	ADP
cana-813	47	33	europe	europe	PROPN
cana-813	47	34	.	.	PUNCT
cana-813	48	1	their	their	PRON
cana-813	48	2	findings	finding	NOUN
cana-813	48	3	indicate	indicate	VERB
cana-813	48	4	that	that	SCONJ
cana-813	48	5	the	the	DET
cana-813	48	6	holt	holt	PROPN
cana-813	48	7	-	-	PUNCT
cana-813	48	8	winters	winter	NOUN
cana-813	48	9	exponential	exponential	ADJ
cana-813	48	10	smoothing	smoothing	NOUN
cana-813	48	11	method	method	NOUN
cana-813	48	12	,	,	PUNCT
cana-813	48	13	with	with	ADP
cana-813	48	14	an	an	DET
cana-813	48	15	rmse	rmse	NOUN
cana-813	48	16	of	of	ADP
cana-813	48	17	0.2080	0.2080	NUM
cana-813	48	18	and	and	CCONJ
cana-813	48	19	mae	mae	PROPN
cana-813	48	20	of	of	ADP
cana-813	48	21	0.1747	0.1747	NUM
cana-813	48	22	,	,	PUNCT
cana-813	48	23	outperforms	outperform	VERB
cana-813	48	24	the	the	DET
cana-813	48	25	arima	arima	NOUN
cana-813	48	26	and	and	CCONJ
cana-813	48	27	prophet	prophet	NOUN
cana-813	48	28	forecasting	forecasting	NOUN
cana-813	48	29	approaches	approach	NOUN
cana-813	48	30	[	[	X
cana-813	48	31	3	3	NUM
cana-813	48	32	]	]	PUNCT
cana-813	48	33	.	.	PUNCT
cana-813	49	1	kumar	kumar	PROPN
cana-813	49	2	et	et	PROPN
cana-813	49	3	al	al	PROPN
cana-813	49	4	.	.	PROPN
cana-813	49	5	(	(	PUNCT
cana-813	49	6	2021	2021	NUM
cana-813	49	7	)	)	PUNCT
cana-813	49	8	proposed	propose	VERB
cana-813	49	9	a	a	DET
cana-813	49	10	novel	novel	ADJ
cana-813	49	11	approach	approach	NOUN
cana-813	49	12	to	to	PART
cana-813	49	13	utilize	utilize	VERB
cana-813	49	14	data	datum	NOUN
cana-813	49	15	collected	collect	VERB
cana-813	49	16	from	from	ADP
cana-813	49	17	supermarkets	supermarket	NOUN
cana-813	49	18	for	for	ADP
cana-813	49	19	the	the	DET
cana-813	49	20	creation	creation	NOUN
cana-813	49	21	of	of	ADP
cana-813	49	22	an	an	DET
cana-813	49	23	fb	fb	ADJ
cana-813	49	24	prophet	prophet	NOUN
cana-813	49	25	tool	tool	NOUN
cana-813	49	26	designed	design	VERB
cana-813	49	27	to	to	PART
cana-813	49	28	predict	predict	VERB
cana-813	49	29	food	food	NOUN
cana-813	49	30	sales	sale	NOUN
cana-813	49	31	.	.	PUNCT
cana-813	50	1	in	in	ADP
cana-813	50	2	their	their	PRON
cana-813	50	3	study	study	NOUN
cana-813	50	4	,	,	PUNCT
cana-813	50	5	they	they	PRON
cana-813	50	6	examined	examine	VERB
cana-813	50	7	various	various	ADJ
cana-813	50	8	forecasting	forecasting	NOUN
cana-813	50	9	models	model	NOUN
cana-813	50	10	,	,	PUNCT
cana-813	50	11	including	include	VERB
cana-813	50	12	the	the	DET
cana-813	50	13	additive	additive	ADJ
cana-813	50	14	model	model	NOUN
cana-813	50	15	,	,	PUNCT
cana-813	50	16	the	the	DET
cana-813	50	17	arima	arima	PROPN
cana-813	50	18	model	model	NOUN
cana-813	50	19	,	,	PUNCT
cana-813	50	20	and	and	CCONJ
cana-813	50	21	the	the	DET
cana-813	50	22	fb	fb	ADJ
cana-813	50	23	prophet	prophet	NOUN
cana-813	50	24	model	model	PROPN
cana-813	50	25	.	.	PUNCT
cana-813	51	1	their	their	PRON
cana-813	51	2	research	research	NOUN
cana-813	51	3	findings	finding	NOUN
cana-813	51	4	indicate	indicate	VERB
cana-813	51	5	that	that	SCONJ
cana-813	51	6	,	,	PUNCT
cana-813	51	7	in	in	ADP
cana-813	51	8	terms	term	NOUN
cana-813	51	9	of	of	ADP
cana-813	51	10	accuracy	accuracy	NOUN
cana-813	51	11	,	,	PUNCT
cana-813	51	12	superior	superior	ADJ
cana-813	51	13	predictions	prediction	NOUN
cana-813	51	14	,	,	PUNCT
cana-813	51	15	and	and	CCONJ
cana-813	51	16	improved	improve	VERB
cana-813	51	17	communications	communication	NOUN
cana-813	51	18	on	on	ADP
cana-813	51	19	applied	apply	VERB
cana-813	51	20	nonlinear	nonlinear	ADJ
cana-813	51	21	analysis	analysis	NOUN
cana-813	51	22	issn	issn	NOUN
cana-813	51	23	:	:	PUNCT
cana-813	51	24	1074	1074	NUM
cana-813	51	25	-	-	PUNCT
cana-813	51	26	133x	133x	NUM
cana-813	51	27	vol	vol	NOUN
cana-813	51	28	31	31	NUM
cana-813	51	29	no	no	NOUN
cana-813	51	30	.	.	PUNCT
cana-813	52	1	4s	4s	NUM
cana-813	52	2	(	(	PUNCT
cana-813	52	3	2024	2024	NUM
cana-813	52	4	)	)	PUNCT
cana-813	52	5	3	3	NUM
cana-813	52	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-813	52	7	fitting	fitting	ADJ
cana-813	52	8	,	,	PUNCT
cana-813	52	9	the	the	DET
cana-813	52	10	fb	fb	PROPN
cana-813	52	11	prophet	prophet	NOUN
cana-813	52	12	model	model	PROPN
cana-813	52	13	stands	stand	VERB
cana-813	52	14	out	out	ADP
cana-813	52	15	as	as	ADP
cana-813	52	16	the	the	DET
cana-813	52	17	more	more	ADV
cana-813	52	18	effective	effective	ADJ
cana-813	52	19	prediction	prediction	NOUN
cana-813	52	20	model	model	NOUN
cana-813	52	21	when	when	SCONJ
cana-813	52	22	compared	compare	VERB
cana-813	52	23	to	to	ADP
cana-813	52	24	the	the	DET
cana-813	52	25	others	other	NOUN
cana-813	52	26	[	[	X
cana-813	52	27	4	4	NUM
cana-813	52	28	]	]	PUNCT
cana-813	52	29	.	.	PUNCT
cana-813	53	1	riady	riady	PROPN
cana-813	53	2	,	,	PUNCT
cana-813	53	3	s.	s.	PROPN
cana-813	53	4	r.	r.	PROPN
cana-813	53	5	(	(	PUNCT
cana-813	53	6	2023	2023	NUM
cana-813	53	7	)	)	PUNCT
cana-813	53	8	used	use	VERB
cana-813	53	9	the	the	DET
cana-813	53	10	arima	arima	PROPN
cana-813	53	11	algorithm	algorithm	NOUN
cana-813	53	12	and	and	CCONJ
cana-813	53	13	facebook	facebook	PROPN
cana-813	53	14	's	's	PART
cana-813	53	15	prophet	prophet	NOUN
cana-813	53	16	to	to	PART
cana-813	53	17	forecast	forecast	VERB
cana-813	53	18	covid-19	covid-19	PROPN
cana-813	53	19	spread	spread	VERB
cana-813	53	20	in	in	ADP
cana-813	53	21	indonesia	indonesia	PROPN
cana-813	53	22	.	.	PUNCT
cana-813	54	1	prophet	prophet	PROPN
cana-813	54	2	generally	generally	ADV
cana-813	54	3	outperformed	outperform	VERB
cana-813	54	4	arima	arima	PROPN
cana-813	54	5	,	,	PUNCT
cana-813	54	6	although	although	SCONJ
cana-813	54	7	its	its	PRON
cana-813	54	8	accuracy	accuracy	NOUN
cana-813	54	9	declined	decline	VERB
cana-813	54	10	further	far	ADV
cana-813	54	11	into	into	ADP
cana-813	54	12	the	the	DET
cana-813	54	13	future	future	NOUN
cana-813	54	14	it	it	PRON
cana-813	54	15	forecasted	forecast	VERB
cana-813	54	16	[	[	X
cana-813	54	17	6	6	NUM
cana-813	54	18	]	]	PUNCT
cana-813	54	19	.	.	PUNCT
cana-813	55	1	3	3	X
cana-813	55	2	.	.	X
cana-813	55	3	materials	material	NOUN
cana-813	55	4	and	and	CCONJ
cana-813	55	5	methods	method	NOUN
cana-813	55	6	this	this	DET
cana-813	55	7	segment	segment	NOUN
cana-813	55	8	will	will	AUX
cana-813	55	9	provide	provide	VERB
cana-813	55	10	information	information	NOUN
cana-813	55	11	about	about	ADP
cana-813	55	12	the	the	DET
cana-813	55	13	dataset	dataset	NOUN
cana-813	55	14	utilized	utilize	VERB
cana-813	55	15	,	,	PUNCT
cana-813	55	16	additionally	additionally	ADV
cana-813	55	17	,	,	PUNCT
cana-813	55	18	this	this	DET
cana-813	55	19	section	section	NOUN
cana-813	55	20	presents	present	VERB
cana-813	55	21	a	a	DET
cana-813	55	22	detailed	detailed	ADJ
cana-813	55	23	description	description	NOUN
cana-813	55	24	of	of	ADP
cana-813	55	25	the	the	DET
cana-813	55	26	two	two	NUM
cana-813	55	27	forecasting	forecasting	NOUN
cana-813	55	28	methods	method	NOUN
cana-813	55	29	under	under	ADP
cana-813	55	30	consideration	consideration	NOUN
cana-813	55	31	,	,	PUNCT
cana-813	55	32	highlighting	highlight	VERB
cana-813	55	33	their	their	PRON
cana-813	55	34	underlying	underlie	VERB
cana-813	55	35	principles	principle	NOUN
cana-813	55	36	,	,	PUNCT
cana-813	55	37	key	key	ADJ
cana-813	55	38	features	feature	NOUN
cana-813	55	39	,	,	PUNCT
cana-813	55	40	and	and	CCONJ
cana-813	55	41	implementation	implementation	NOUN
cana-813	55	42	processes	process	NOUN
cana-813	55	43	.	.	PUNCT
cana-813	56	1	it	it	PRON
cana-813	56	2	outlines	outline	VERB
cana-813	56	3	how	how	SCONJ
cana-813	56	4	facebook	facebook	ADJ
cana-813	56	5	prophet	prophet	NOUN
cana-813	56	6	captures	capture	VERB
cana-813	56	7	seasonality	seasonality	NOUN
cana-813	56	8	,	,	PUNCT
cana-813	56	9	trends	trend	NOUN
cana-813	56	10	,	,	PUNCT
cana-813	56	11	and	and	CCONJ
cana-813	56	12	holidays	holiday	NOUN
cana-813	56	13	,	,	PUNCT
cana-813	56	14	and	and	CCONJ
cana-813	56	15	contrasts	contrast	VERB
cana-813	56	16	it	it	PRON
cana-813	56	17	with	with	ADP
cana-813	56	18	the	the	DET
cana-813	56	19	ability	ability	NOUN
cana-813	56	20	of	of	ADP
cana-813	56	21	hmms	hmms	NOUN
cana-813	56	22	to	to	PART
cana-813	56	23	model	model	VERB
cana-813	56	24	hidden	hide	VERB
cana-813	56	25	states	state	NOUN
cana-813	56	26	and	and	CCONJ
cana-813	56	27	complex	complex	ADJ
cana-813	56	28	dependencies	dependency	NOUN
cana-813	56	29	in	in	ADP
cana-813	56	30	stock	stock	NOUN
cana-813	56	31	price	price	NOUN
cana-813	56	32	data	datum	NOUN
cana-813	56	33	.	.	PUNCT
cana-813	57	1	the	the	DET
cana-813	57	2	evaluation	evaluation	NOUN
cana-813	57	3	metric	metric	NOUN
cana-813	57	4	employed	employ	VERB
cana-813	57	5	to	to	PART
cana-813	57	6	assess	assess	VERB
cana-813	57	7	the	the	DET
cana-813	57	8	effectiveness	effectiveness	NOUN
cana-813	57	9	of	of	ADP
cana-813	57	10	each	each	DET
cana-813	57	11	model	model	NOUN
cana-813	57	12	's	's	PART
cana-813	57	13	performance	performance	NOUN
cana-813	57	14	will	will	AUX
cana-813	57	15	be	be	AUX
cana-813	57	16	expounded	expound	VERB
cana-813	57	17	upon	upon	SCONJ
cana-813	57	18	.	.	PROPN
cana-813	58	1	3.1	3.1	NUM
cana-813	58	2	.	.	PUNCT
cana-813	59	1	data	datum	NOUN
cana-813	59	2	description	description	NOUN
cana-813	59	3	the	the	DET
cana-813	59	4	dataset	dataset	NOUN
cana-813	59	5	used	use	VERB
cana-813	59	6	in	in	ADP
cana-813	59	7	this	this	DET
cana-813	59	8	study	study	NOUN
cana-813	59	9	consists	consist	VERB
cana-813	59	10	of	of	ADP
cana-813	59	11	daily	daily	ADJ
cana-813	59	12	close	close	ADJ
cana-813	59	13	prices	price	NOUN
cana-813	59	14	of	of	ADP
cana-813	59	15	the	the	DET
cana-813	59	16	stock	stock	NOUN
cana-813	59	17	index	index	NOUN
cana-813	59	18	from	from	ADP
cana-813	59	19	1	1	NUM
cana-813	59	20	january	january	PROPN
cana-813	59	21	2018	2018	NUM
cana-813	59	22	to	to	ADP
cana-813	59	23	23	23	NUM
cana-813	59	24	july	july	PROPN
cana-813	59	25	2023	2023	NUM
cana-813	59	26	,	,	PUNCT
cana-813	59	27	a	a	DET
cana-813	59	28	total	total	NOUN
cana-813	59	29	of	of	ADP
cana-813	59	30	1222	1222	NUM
cana-813	59	31	observations	observation	NOUN
cana-813	59	32	.	.	PUNCT
cana-813	60	1	stocks	stock	NOUN
cana-813	60	2	from	from	ADP
cana-813	60	3	the	the	DET
cana-813	60	4	selection	selection	NOUN
cana-813	60	5	included	include	VERB
cana-813	60	6	nifty50	nifty50	ADV
cana-813	60	7	.	.	PUNCT
cana-813	61	1	the	the	DET
cana-813	61	2	features	feature	NOUN
cana-813	61	3	utilized	utilize	VERB
cana-813	61	4	were	be	AUX
cana-813	61	5	closing	close	VERB
cana-813	61	6	price	price	NOUN
cana-813	61	7	spanning	span	VERB
cana-813	61	8	the	the	DET
cana-813	61	9	past	past	ADJ
cana-813	61	10	1222	1222	NUM
cana-813	61	11	working	working	NOUN
cana-813	61	12	days	day	NOUN
cana-813	61	13	during	during	ADP
cana-813	61	14	market	market	NOUN
cana-813	61	15	hours	hour	NOUN
cana-813	61	16	.	.	PUNCT
cana-813	62	1	during	during	ADP
cana-813	62	2	the	the	DET
cana-813	62	3	testing	testing	NOUN
cana-813	62	4	phase	phase	NOUN
cana-813	62	5	,	,	PUNCT
cana-813	62	6	the	the	DET
cana-813	62	7	latest	late	ADJ
cana-813	62	8	100	100	NUM
cana-813	62	9	observations	observation	NOUN
cana-813	62	10	were	be	AUX
cana-813	62	11	reserved	reserve	VERB
cana-813	62	12	,	,	PUNCT
cana-813	62	13	with	with	ADP
cana-813	62	14	the	the	DET
cana-813	62	15	rest	rest	NOUN
cana-813	62	16	of	of	ADP
cana-813	62	17	the	the	DET
cana-813	62	18	data	datum	NOUN
cana-813	62	19	being	be	AUX
cana-813	62	20	utilized	utilize	VERB
cana-813	62	21	for	for	ADP
cana-813	62	22	model	model	NOUN
cana-813	62	23	training	training	NOUN
cana-813	62	24	.	.	PUNCT
cana-813	63	1	3.2	3.2	NUM
cana-813	63	2	.	.	PUNCT
cana-813	63	3	methods	method	NOUN
cana-813	63	4	3.2.1	3.2.1	NUM
cana-813	63	5	.	.	PUNCT
cana-813	63	6	hidden	hide	VERB
cana-813	63	7	markov	markov	NOUN
cana-813	63	8	model	model	NOUN
cana-813	63	9	an	an	DET
cana-813	63	10	hmm	hmm	NOUN
cana-813	63	11	is	be	AUX
cana-813	63	12	a	a	DET
cana-813	63	13	statistical	statistical	ADJ
cana-813	63	14	model	model	NOUN
cana-813	63	15	comprising	comprise	VERB
cana-813	63	16	the	the	DET
cana-813	63	17	following	follow	VERB
cana-813	63	18	components	component	NOUN
cana-813	63	19	:	:	PUNCT
cana-813	63	20	n	n	X
cana-813	63	21	=	=	NOUN
cana-813	63	22	the	the	DET
cana-813	63	23	number	number	NOUN
cana-813	63	24	of	of	ADP
cana-813	63	25	hidden	hide	VERB
cana-813	63	26	states	state	NOUN
cana-813	63	27	t	t	NOUN
cana-813	63	28	=	=	PUNCT
cana-813	63	29	the	the	DET
cana-813	63	30	number	number	NOUN
cana-813	63	31	of	of	ADP
cana-813	63	32	time	time	NOUN
cana-813	63	33	steps	step	NOUN
cana-813	63	34	/	/	SYM
cana-813	63	35	observations	observation	NOUN
cana-813	63	36	in	in	ADP
cana-813	63	37	an	an	DET
cana-813	63	38	observation	observation	NOUN
cana-813	63	39	sequence	sequence	NOUN
cana-813	63	40	π	π	NOUN
cana-813	63	41	=	=	PUNCT
cana-813	63	42	initial	initial	ADJ
cana-813	63	43	state	state	NOUN
cana-813	63	44	probabilities	probability	NOUN
cana-813	63	45	for	for	ADP
cana-813	63	46	each	each	DET
cana-813	63	47	n	n	NOUN
cana-813	63	48	a	a	NOUN
cana-813	63	49	=	=	PUNCT
cana-813	63	50	the	the	DET
cana-813	63	51	transition	transition	NOUN
cana-813	63	52	matrix	matrix	NOUN
cana-813	63	53	,	,	PUNCT
cana-813	63	54	with	with	ADP
cana-813	63	55	size	size	NOUN
cana-813	63	56	n	n	PRON
cana-813	63	57	×	×	NOUN
cana-813	63	58	n	n	PRON
cana-813	63	59	b	b	NOUN
cana-813	63	60	=	=	PUNCT
cana-813	63	61	the	the	DET
cana-813	63	62	emission	emission	NOUN
cana-813	63	63	matrix	matrix	NOUN
cana-813	63	64	,	,	PUNCT
cana-813	63	65	with	with	ADP
cana-813	63	66	size	size	NOUN
cana-813	63	67	n	n	PRON
cana-813	63	68	×	×	NOUN
cana-813	63	69	z	z	PROPN
cana-813	63	70	,	,	PUNCT
cana-813	63	71	where	where	SCONJ
cana-813	63	72	z	z	NOUN
cana-813	63	73	is	be	AUX
cana-813	63	74	the	the	DET
cana-813	63	75	number	number	NOUN
cana-813	63	76	of	of	ADP
cana-813	63	77	markets	market	NOUN
cana-813	63	78	used	use	VERB
cana-813	63	79	in	in	ADP
cana-813	63	80	the	the	DET
cana-813	63	81	model	model	NOUN
cana-813	63	82	.	.	PUNCT
cana-813	64	1	figure	figure	NOUN
cana-813	64	2	1	1	NUM
cana-813	64	3	illustrates	illustrate	VERB
cana-813	64	4	the	the	DET
cana-813	64	5	procedure	procedure	NOUN
cana-813	64	6	of	of	ADP
cana-813	64	7	creating	create	VERB
cana-813	64	8	a	a	DET
cana-813	64	9	sequence	sequence	NOUN
cana-813	64	10	using	use	VERB
cana-813	64	11	a	a	DET
cana-813	64	12	hidden	hide	VERB
cana-813	64	13	markov	markov	NOUN
cana-813	64	14	model	model	NOUN
cana-813	64	15	with	with	ADP
cana-813	64	16	continuous	continuous	ADJ
cana-813	64	17	observations	observation	NOUN
cana-813	64	18	,	,	PUNCT
cana-813	64	19	thus	thus	ADV
cana-813	64	20	involving	involve	VERB
cana-813	64	21	probability	probability	NOUN
cana-813	64	22	distributions	distribution	NOUN
cana-813	64	23	.	.	PUNCT
cana-813	65	1	communications	communication	NOUN
cana-813	65	2	on	on	ADP
cana-813	65	3	applied	apply	VERB
cana-813	65	4	nonlinear	nonlinear	ADJ
cana-813	65	5	analysis	analysis	NOUN
cana-813	65	6	issn	issn	NOUN
cana-813	65	7	:	:	PUNCT
cana-813	65	8	1074	1074	NUM
cana-813	65	9	-	-	PUNCT
cana-813	65	10	133x	133x	NUM
cana-813	65	11	vol	vol	NOUN
cana-813	65	12	31	31	NUM
cana-813	65	13	no	no	NOUN
cana-813	65	14	.	.	PUNCT
cana-813	66	1	4s	4s	NUM
cana-813	66	2	(	(	PUNCT
cana-813	66	3	2024	2024	NUM
cana-813	66	4	)	)	PUNCT
cana-813	66	5	4	4	NUM
cana-813	66	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-813	66	7	an	an	DET
cana-813	66	8	hmm	hmm	NOUN
cana-813	66	9	operates	operate	VERB
cana-813	66	10	on	on	ADP
cana-813	66	11	sequences	sequence	NOUN
cana-813	66	12	of	of	ADP
cana-813	66	13	observations	observation	NOUN
cana-813	66	14	,	,	PUNCT
cana-813	66	15	each	each	DET
cana-813	66	16	comprising	comprising	NOUN
cana-813	66	17	t	t	NOUN
cana-813	66	18	time	time	NOUN
cana-813	66	19	steps	step	NOUN
cana-813	66	20	.	.	PUNCT
cana-813	67	1	at	at	ADP
cana-813	67	2	each	each	DET
cana-813	67	3	time	time	NOUN
cana-813	67	4	step	step	NOUN
cana-813	67	5	,	,	PUNCT
cana-813	67	6	there	there	PRON
cana-813	67	7	corresponds	correspond	VERB
cana-813	67	8	to	to	ADP
cana-813	67	9	a	a	DET
cana-813	67	10	specific	specific	ADJ
cana-813	67	11	state	state	NOUN
cana-813	67	12	.	.	PUNCT
cana-813	68	1	the	the	DET
cana-813	68	2	transitions	transition	NOUN
cana-813	68	3	between	between	ADP
cana-813	68	4	these	these	DET
cana-813	68	5	states	state	NOUN
cana-813	68	6	are	be	AUX
cana-813	68	7	governed	govern	VERB
cana-813	68	8	by	by	ADP
cana-813	68	9	a	a	DET
cana-813	68	10	transition	transition	NOUN
cana-813	68	11	matrix	matrix	NOUN
cana-813	68	12	,	,	PUNCT
cana-813	68	13	dictating	dictate	VERB
cana-813	68	14	the	the	DET
cana-813	68	15	likelihood	likelihood	NOUN
cana-813	68	16	of	of	ADP
cana-813	68	17	transitioning	transition	VERB
cana-813	68	18	from	from	ADP
cana-813	68	19	one	one	NUM
cana-813	68	20	state	state	NOUN
cana-813	68	21	to	to	ADP
cana-813	68	22	another	another	PRON
cana-813	68	23	in	in	ADP
cana-813	68	24	the	the	DET
cana-813	68	25	subsequent	subsequent	ADJ
cana-813	68	26	time	time	NOUN
cana-813	68	27	step	step	NOUN
cana-813	68	28	.	.	PUNCT
cana-813	69	1	each	each	DET
cana-813	69	2	state	state	NOUN
cana-813	69	3	has	have	VERB
cana-813	69	4	a	a	DET
cana-813	69	5	probability	probability	NOUN
cana-813	69	6	of	of	ADP
cana-813	69	7	generating	generate	VERB
cana-813	69	8	potential	potential	ADJ
cana-813	69	9	observations	observation	NOUN
cana-813	69	10	.	.	PUNCT
cana-813	70	1	these	these	DET
cana-813	70	2	observations	observation	NOUN
cana-813	70	3	can	can	AUX
cana-813	70	4	take	take	VERB
cana-813	70	5	on	on	ADP
cana-813	70	6	discrete	discrete	ADJ
cana-813	70	7	or	or	CCONJ
cana-813	70	8	continuous	continuous	ADJ
cana-813	70	9	values	value	NOUN
cana-813	70	10	.	.	PUNCT
cana-813	71	1	in	in	ADP
cana-813	71	2	this	this	DET
cana-813	71	3	research	research	NOUN
cana-813	71	4	,	,	PUNCT
cana-813	71	5	continuous	continuous	ADJ
cana-813	71	6	observations	observation	NOUN
cana-813	71	7	will	will	AUX
cana-813	71	8	be	be	AUX
cana-813	71	9	employed	employ	VERB
cana-813	71	10	,	,	PUNCT
cana-813	71	11	aligning	align	VERB
cana-813	71	12	with	with	ADP
cana-813	71	13	the	the	DET
cana-813	71	14	nature	nature	NOUN
cana-813	71	15	of	of	ADP
cana-813	71	16	the	the	DET
cana-813	71	17	stock	stock	NOUN
cana-813	71	18	data	data	PROPN
cana-813	71	19	.	.	PUNCT
cana-813	72	1	to	to	PART
cana-813	72	2	establish	establish	VERB
cana-813	72	3	probabilities	probability	NOUN
cana-813	72	4	for	for	ADP
cana-813	72	5	continuous	continuous	ADJ
cana-813	72	6	observations	observation	NOUN
cana-813	72	7	,	,	PUNCT
cana-813	72	8	probability	probability	NOUN
cana-813	72	9	distributions	distribution	NOUN
cana-813	72	10	are	be	AUX
cana-813	72	11	essential	essential	ADJ
cana-813	72	12	.	.	PUNCT
cana-813	73	1	in	in	ADP
cana-813	73	2	figure	figure	NOUN
cana-813	73	3	1	1	NUM
cana-813	73	4	,	,	PUNCT
cana-813	73	5	an	an	DET
cana-813	73	6	illustration	illustration	NOUN
cana-813	73	7	demonstrates	demonstrate	VERB
cana-813	73	8	how	how	SCONJ
cana-813	73	9	a	a	DET
cana-813	73	10	hidden	hidden	ADJ
cana-813	73	11	markov	markov	NOUN
cana-813	73	12	model	model	NOUN
cana-813	73	13	generates	generate	VERB
cana-813	73	14	or	or	CCONJ
cana-813	73	15	characterizes	characterize	VERB
cana-813	73	16	an	an	DET
cana-813	73	17	observation	observation	NOUN
cana-813	73	18	sequence	sequence	NOUN
cana-813	73	19	.	.	PUNCT
cana-813	74	1	at	at	ADP
cana-813	74	2	a	a	DET
cana-813	74	3	specific	specific	ADJ
cana-813	74	4	time	time	NOUN
cana-813	74	5	,	,	PUNCT
cana-813	74	6	t	t	PROPN
cana-813	74	7	,	,	PUNCT
cana-813	74	8	a	a	DET
cana-813	74	9	particular	particular	ADJ
cana-813	74	10	state	state	NOUN
cana-813	74	11	produces	produce	VERB
cana-813	74	12	a	a	DET
cana-813	74	13	distribution	distribution	NOUN
cana-813	74	14	,	,	PUNCT
cana-813	74	15	from	from	ADP
cana-813	74	16	which	which	PRON
cana-813	74	17	a	a	DET
cana-813	74	18	sample	sample	NOUN
cana-813	74	19	can	can	AUX
cana-813	74	20	be	be	AUX
cana-813	74	21	derived	derive	VERB
cana-813	74	22	.	.	PUNCT
cana-813	75	1	subsequently	subsequently	ADV
cana-813	75	2	,	,	PUNCT
cana-813	75	3	the	the	DET
cana-813	75	4	model	model	NOUN
cana-813	75	5	transitions	transition	NOUN
cana-813	75	6	to	to	ADP
cana-813	75	7	the	the	DET
cana-813	75	8	subsequent	subsequent	ADJ
cana-813	75	9	state	state	NOUN
cana-813	75	10	and	and	CCONJ
cana-813	75	11	iterates	iterate	VERB
cana-813	75	12	through	through	ADP
cana-813	75	13	this	this	DET
cana-813	75	14	procedure	procedure	NOUN
cana-813	75	15	.	.	PUNCT
cana-813	76	1	additionally	additionally	ADV
cana-813	76	2	,	,	PUNCT
cana-813	76	3	four	four	NUM
cana-813	76	4	algorithms	algorithm	NOUN
cana-813	76	5	are	be	AUX
cana-813	76	6	imperative	imperative	ADJ
cana-813	76	7	in	in	ADP
cana-813	76	8	the	the	DET
cana-813	76	9	utilization	utilization	NOUN
cana-813	76	10	of	of	ADP
cana-813	76	11	a	a	DET
cana-813	76	12	hidden	hide	VERB
cana-813	76	13	markov	markov	NOUN
cana-813	76	14	model	model	NOUN
cana-813	76	15	:	:	PUNCT
cana-813	77	1	1	1	X
cana-813	77	2	.	.	X
cana-813	77	3	the	the	DET
cana-813	77	4	forward	forward	ADJ
cana-813	77	5	algorithm	algorithm	NOUN
cana-813	77	6	.	.	PUNCT
cana-813	78	1	this	this	DET
cana-813	78	2	algorithm	algorithm	NOUN
cana-813	78	3	determines	determine	VERB
cana-813	78	4	the	the	DET
cana-813	78	5	likelihood	likelihood	NOUN
cana-813	78	6	of	of	ADP
cana-813	78	7	an	an	DET
cana-813	78	8	observation	observation	NOUN
cana-813	78	9	sequence	sequence	NOUN
cana-813	78	10	.	.	PUNCT
cana-813	79	1	this	this	DET
cana-813	79	2	algorithm	algorithm	NOUN
cana-813	79	3	starts	start	VERB
cana-813	79	4	at	at	ADP
cana-813	79	5	t	t	PROPN
cana-813	79	6	=	=	SYM
cana-813	79	7	1	1	NUM
cana-813	79	8	.	.	NOUN
cana-813	79	9	2	2	NUM
cana-813	79	10	.	.	X
cana-813	80	1	the	the	DET
cana-813	80	2	backward	backward	ADJ
cana-813	80	3	algorithm	algorithm	NOUN
cana-813	80	4	.	.	PUNCT
cana-813	81	1	this	this	DET
cana-813	81	2	algorithm	algorithm	NOUN
cana-813	81	3	has	have	VERB
cana-813	81	4	the	the	DET
cana-813	81	5	same	same	ADJ
cana-813	81	6	functionality	functionality	NOUN
cana-813	81	7	as	as	ADP
cana-813	81	8	the	the	DET
cana-813	81	9	forward	forward	ADJ
cana-813	81	10	algorithm	algorithm	NOUN
cana-813	81	11	,	,	PUNCT
cana-813	81	12	but	but	CCONJ
cana-813	81	13	starts	start	VERB
cana-813	81	14	at	at	ADP
cana-813	81	15	t	t	PROPN
cana-813	81	16	=	=	SYM
cana-813	81	17	t	t	PROPN
cana-813	81	18	,	,	PUNCT
cana-813	81	19	where	where	SCONJ
cana-813	81	20	t	t	PROPN
cana-813	81	21	is	be	AUX
cana-813	81	22	the	the	DET
cana-813	81	23	latest	late	ADJ
cana-813	81	24	time	time	NOUN
cana-813	81	25	step	step	NOUN
cana-813	81	26	of	of	ADP
cana-813	81	27	the	the	DET
cana-813	81	28	observation	observation	NOUN
cana-813	81	29	sequence	sequence	NOUN
cana-813	81	30	,	,	PUNCT
cana-813	81	31	and	and	CCONJ
cana-813	81	32	then	then	ADV
cana-813	81	33	moves	move	VERB
cana-813	81	34	backward	backward	ADV
cana-813	81	35	in	in	ADP
cana-813	81	36	time	time	NOUN
cana-813	81	37	.	.	PUNCT
cana-813	82	1	3	3	X
cana-813	82	2	.	.	X
cana-813	82	3	the	the	DET
cana-813	82	4	viterbi	viterbi	ADJ
cana-813	82	5	algorithm	algorithm	NOUN
cana-813	82	6	.	.	PUNCT
cana-813	83	1	this	this	DET
cana-813	83	2	algorithm	algorithm	NOUN
cana-813	83	3	finds	find	VERB
cana-813	83	4	the	the	DET
cana-813	83	5	state	state	NOUN
cana-813	83	6	sequence	sequence	NOUN
cana-813	83	7	that	that	PRON
cana-813	83	8	would	would	AUX
cana-813	83	9	most	most	ADV
cana-813	83	10	likely	likely	ADV
cana-813	83	11	have	have	AUX
cana-813	83	12	emitted	emit	VERB
cana-813	83	13	the	the	DET
cana-813	83	14	given	give	VERB
cana-813	83	15	observation	observation	NOUN
cana-813	83	16	sequence	sequence	NOUN
cana-813	83	17	.	.	PUNCT
cana-813	84	1	4	4	X
cana-813	84	2	.	.	X
cana-813	84	3	the	the	DET
cana-813	84	4	baum	baum	PROPN
cana-813	84	5	-	-	PUNCT
cana-813	84	6	welch	welch	PROPN
cana-813	84	7	algorithm	algorithm	NOUN
cana-813	84	8	.	.	PUNCT
cana-813	85	1	this	this	DET
cana-813	85	2	algorithm	algorithm	NOUN
cana-813	85	3	maximizes	maximize	VERB
cana-813	85	4	the	the	DET
cana-813	85	5	likelihood	likelihood	NOUN
cana-813	85	6	of	of	ADP
cana-813	85	7	the	the	DET
cana-813	85	8	model	model	NOUN
cana-813	85	9	,	,	PUNCT
cana-813	85	10	given	give	VERB
cana-813	85	11	a	a	DET
cana-813	85	12	set	set	NOUN
cana-813	85	13	of	of	ADP
cana-813	85	14	observation	observation	NOUN
cana-813	85	15	sequences	sequence	NOUN
cana-813	85	16	.	.	PUNCT
cana-813	86	1	these	these	DET
cana-813	86	2	algorithms	algorithm	NOUN
cana-813	86	3	enable	enable	VERB
cana-813	86	4	the	the	DET
cana-813	86	5	training	training	NOUN
cana-813	86	6	of	of	ADP
cana-813	86	7	a	a	DET
cana-813	86	8	hidden	hide	VERB
cana-813	86	9	markov	markov	NOUN
cana-813	86	10	model	model	NOUN
cana-813	86	11	using	use	VERB
cana-813	86	12	a	a	DET
cana-813	86	13	set	set	NOUN
cana-813	86	14	of	of	ADP
cana-813	86	15	observations	observation	NOUN
cana-813	86	16	.	.	PUNCT
cana-813	87	1	they	they	PRON
cana-813	87	2	also	also	ADV
cana-813	87	3	empower	empower	VERB
cana-813	87	4	the	the	DET
cana-813	87	5	model	model	NOUN
cana-813	87	6	to	to	PART
cana-813	87	7	calculate	calculate	VERB
cana-813	87	8	the	the	DET
cana-813	87	9	likelihood	likelihood	NOUN
cana-813	87	10	of	of	ADP
cana-813	87	11	a	a	DET
cana-813	87	12	given	give	VERB
cana-813	87	13	observation	observation	NOUN
cana-813	87	14	sequence	sequence	NOUN
cana-813	87	15	and	and	CCONJ
cana-813	87	16	identify	identify	VERB
cana-813	87	17	the	the	DET
cana-813	87	18	state	state	NOUN
cana-813	87	19	sequence	sequence	NOUN
cana-813	87	20	that	that	PRON
cana-813	87	21	is	be	AUX
cana-813	87	22	most	most	ADV
cana-813	87	23	probable	probable	ADJ
cana-813	87	24	to	to	PART
cana-813	87	25	have	have	AUX
cana-813	87	26	produced	produce	VERB
cana-813	87	27	the	the	DET
cana-813	87	28	current	current	ADJ
cana-813	87	29	observation	observation	NOUN
cana-813	87	30	sequence	sequence	NOUN
cana-813	87	31	.	.	PUNCT
cana-813	88	1	3.2.2	3.2.2	X
cana-813	88	2	.	.	PUNCT
cana-813	89	1	hmm	hmm	INTJ
cana-813	89	2	for	for	ADP
cana-813	89	3	stock	stock	NOUN
cana-813	89	4	price	price	NOUN
cana-813	89	5	forecasting	forecasting	NOUN
cana-813	89	6	in	in	ADP
cana-813	89	7	this	this	DET
cana-813	89	8	study	study	NOUN
cana-813	89	9	,	,	PUNCT
cana-813	89	10	an	an	DET
cana-813	89	11	observation	observation	NOUN
cana-813	89	12	sequence	sequence	NOUN
cana-813	89	13	takes	take	VERB
cana-813	89	14	the	the	DET
cana-813	89	15	form	form	NOUN
cana-813	89	16	of	of	ADP
cana-813	89	17	z	z	NOUN
cana-813	89	18	sets	set	NOUN
cana-813	89	19	of	of	ADP
cana-813	89	20	parallel	parallel	ADJ
cana-813	89	21	vectors	vector	NOUN
cana-813	89	22	.	.	PUNCT
cana-813	90	1	each	each	DET
cana-813	90	2	set	set	NOUN
cana-813	90	3	encompasses	encompass	VERB
cana-813	90	4	t	t	PROPN
cana-813	90	5	historical	historical	ADJ
cana-813	90	6	daily	daily	ADJ
cana-813	90	7	closing	closing	NOUN
cana-813	90	8	prices	price	NOUN
cana-813	90	9	for	for	ADP
cana-813	90	10	z	z	NOUN
cana-813	90	11	distinct	distinct	ADJ
cana-813	90	12	markets	market	NOUN
cana-813	90	13	.	.	PUNCT
cana-813	91	1	instead	instead	ADV
cana-813	91	2	of	of	ADP
cana-813	91	3	relying	rely	VERB
cana-813	91	4	on	on	ADP
cana-813	91	5	a	a	DET
cana-813	91	6	single	single	ADJ
cana-813	91	7	normal	normal	ADJ
cana-813	91	8	distribution	distribution	NOUN
cana-813	91	9	,	,	PUNCT
cana-813	91	10	as	as	SCONJ
cana-813	91	11	depicted	depict	VERB
cana-813	91	12	in	in	ADP
cana-813	91	13	figure	figure	NOUN
cana-813	91	14	1	1	NUM
cana-813	91	15	,	,	PUNCT
cana-813	91	16	this	this	DET
cana-813	91	17	research	research	NOUN
cana-813	91	18	employs	employ	VERB
cana-813	91	19	gaussian	gaussian	ADJ
cana-813	91	20	mixtures	mixture	NOUN
cana-813	91	21	.	.	PUNCT
cana-813	92	1	this	this	DET
cana-813	92	2	choice	choice	NOUN
cana-813	92	3	is	be	AUX
cana-813	92	4	motivated	motivate	VERB
cana-813	92	5	by	by	ADP
cana-813	92	6	the	the	DET
cana-813	92	7	absence	absence	NOUN
cana-813	92	8	of	of	ADP
cana-813	92	9	a	a	DET
cana-813	92	10	priori	priori	ADJ
cana-813	92	11	grounds	ground	NOUN
cana-813	92	12	to	to	PART
cana-813	92	13	assume	assume	VERB
cana-813	92	14	that	that	SCONJ
cana-813	92	15	stock	stock	NOUN
cana-813	92	16	prices	price	NOUN
cana-813	92	17	within	within	ADP
cana-813	92	18	each	each	DET
cana-813	92	19	state	state	NOUN
cana-813	92	20	follow	follow	VERB
cana-813	92	21	a	a	DET
cana-813	92	22	unimodal	unimodal	ADJ
cana-813	92	23	gaussian	gaussian	ADJ
cana-813	92	24	distribution	distribution	NOUN
cana-813	92	25	.	.	PUNCT
cana-813	93	1	the	the	DET
cana-813	93	2	adoption	adoption	NOUN
cana-813	93	3	of	of	ADP
cana-813	93	4	the	the	DET
cana-813	93	5	gmm	gmm	PROPN
cana-813	93	6	approach	approach	NOUN
cana-813	93	7	enables	enable	VERB
cana-813	93	8	the	the	DET
cana-813	93	9	modeling	modeling	NOUN
cana-813	93	10	of	of	ADP
cana-813	93	11	distributions	distribution	NOUN
cana-813	93	12	with	with	ADP
cana-813	93	13	multiple	multiple	ADJ
cana-813	93	14	peaks	peak	NOUN
cana-813	93	15	.	.	PUNCT
cana-813	94	1	in	in	ADP
cana-813	94	2	the	the	DET
cana-813	94	3	hidden	hide	VERB
cana-813	94	4	markov	markov	NOUN
cana-813	94	5	model	model	NOUN
cana-813	94	6	used	use	VERB
cana-813	94	7	in	in	ADP
cana-813	94	8	this	this	DET
cana-813	94	9	study	study	NOUN
cana-813	94	10	,	,	PUNCT
cana-813	94	11	each	each	DET
cana-813	94	12	state	state	NOUN
cana-813	94	13	incorporates	incorporate	VERB
cana-813	94	14	z	z	NOUN
cana-813	94	15	gaussian	gaussian	ADJ
cana-813	94	16	mixture	mixture	NOUN
cana-813	94	17	models	model	NOUN
cana-813	94	18	to	to	PART
cana-813	94	19	characterize	characterize	VERB
cana-813	94	20	the	the	DET
cana-813	94	21	emission	emission	NOUN
cana-813	94	22	probabilities	probability	NOUN
cana-813	94	23	.	.	PUNCT
cana-813	95	1	here	here	ADV
cana-813	95	2	,	,	PUNCT
cana-813	95	3	z	z	PROPN
cana-813	95	4	denotes	denote	VERB
cana-813	95	5	the	the	DET
cana-813	95	6	total	total	ADJ
cana-813	95	7	number	number	NOUN
cana-813	95	8	of	of	ADP
cana-813	95	9	markets	market	NOUN
cana-813	95	10	utilized	utilize	VERB
cana-813	95	11	.	.	PUNCT
cana-813	96	1	training	training	NOUN
cana-813	96	2	:	:	PUNCT
cana-813	96	3	the	the	DET
cana-813	96	4	training	training	NOUN
cana-813	96	5	process	process	NOUN
cana-813	96	6	of	of	ADP
cana-813	96	7	the	the	DET
cana-813	96	8	hidden	hide	VERB
cana-813	96	9	markov	markov	NOUN
cana-813	96	10	model	model	NOUN
cana-813	96	11	employs	employ	VERB
cana-813	96	12	a	a	DET
cana-813	96	13	sliding	slide	VERB
cana-813	96	14	window	window	NOUN
cana-813	96	15	technique	technique	NOUN
cana-813	96	16	.	.	PUNCT
cana-813	97	1	this	this	DET
cana-813	97	2	window	window	NOUN
cana-813	97	3	,	,	PUNCT
cana-813	97	4	with	with	ADP
cana-813	97	5	a	a	DET
cana-813	97	6	length	length	NOUN
cana-813	97	7	of	of	ADP
cana-813	97	8	100	100	NUM
cana-813	97	9	,	,	PUNCT
cana-813	97	10	traverses	traverse	NOUN
cana-813	97	11	through	through	ADP
cana-813	97	12	the	the	DET
cana-813	97	13	data	datum	NOUN
cana-813	97	14	in	in	ADP
cana-813	97	15	steps	step	NOUN
cana-813	97	16	of	of	ADP
cana-813	97	17	t	t	NOUN
cana-813	97	18	=	=	SYM
cana-813	97	19	1	1	NUM
cana-813	97	20	,	,	PUNCT
cana-813	97	21	generating	generate	VERB
cana-813	97	22	a	a	DET
cana-813	97	23	sequence	sequence	NOUN
cana-813	97	24	of	of	ADP
cana-813	97	25	observations	observation	NOUN
cana-813	97	26	.	.	PUNCT
cana-813	98	1	each	each	DET
cana-813	98	2	observation	observation	NOUN
cana-813	98	3	is	be	AUX
cana-813	98	4	labelled	label	VERB
cana-813	98	5	with	with	ADP
cana-813	98	6	the	the	DET
cana-813	98	7	value	value	NOUN
cana-813	98	8	of	of	ADP
cana-813	98	9	the	the	DET
cana-813	98	10	stock	stock	NOUN
cana-813	98	11	at	at	ADP
cana-813	98	12	t+1	t+1	PROPN
cana-813	98	13	.	.	PUNCT
cana-813	99	1	consequently	consequently	ADV
cana-813	99	2	,	,	PUNCT
cana-813	99	3	the	the	DET
cana-813	99	4	initial	initial	ADJ
cana-813	99	5	observation	observation	NOUN
cana-813	99	6	encompasses	encompass	VERB
cana-813	99	7	values	value	NOUN
cana-813	99	8	for	for	ADP
cana-813	99	9	1	1	NUM
cana-813	99	10	<	<	NOUN
cana-813	99	11	=	=	X
cana-813	99	12	t	t	X
cana-813	99	13	<	<	X
cana-813	99	14	=	=	X
cana-813	99	15	100	100	NUM
cana-813	99	16	,	,	PUNCT
cana-813	99	17	with	with	ADP
cana-813	99	18	the	the	DET
cana-813	99	19	label	label	NOUN
cana-813	99	20	being	be	AUX
cana-813	99	21	the	the	DET
cana-813	99	22	value	value	NOUN
cana-813	99	23	at	at	ADP
cana-813	99	24	t	t	PROPN
cana-813	99	25	=	=	SYM
cana-813	99	26	101	101	NUM
cana-813	99	27	.	.	PUNCT
cana-813	100	1	the	the	DET
cana-813	100	2	subsequent	subsequent	ADJ
cana-813	100	3	observation	observation	NOUN
cana-813	100	4	covers	cover	VERB
cana-813	100	5	values	value	NOUN
cana-813	100	6	for	for	ADP
cana-813	100	7	2	2	NUM
cana-813	100	8	<	<	NOUN
cana-813	100	9	=	=	X
cana-813	100	10	t	t	X
cana-813	100	11	<	<	X
cana-813	100	12	=	=	X
cana-813	100	13	201	201	NUM
cana-813	100	14	,	,	PUNCT
cana-813	100	15	with	with	ADP
cana-813	100	16	its	its	PRON
cana-813	100	17	label	label	NOUN
cana-813	100	18	being	be	AUX
cana-813	100	19	the	the	DET
cana-813	100	20	value	value	NOUN
cana-813	100	21	at	at	ADP
cana-813	100	22	t	t	PROPN
cana-813	100	23	=	=	SYM
cana-813	100	24	102	102	NUM
cana-813	100	25	,	,	PUNCT
cana-813	100	26	and	and	CCONJ
cana-813	100	27	this	this	DET
cana-813	100	28	pattern	pattern	NOUN
cana-813	100	29	continues	continue	VERB
cana-813	100	30	for	for	ADP
cana-813	100	31	the	the	DET
cana-813	100	32	entirety	entirety	NOUN
cana-813	100	33	of	of	ADP
cana-813	100	34	the	the	DET
cana-813	100	35	dataset	dataset	NOUN
cana-813	100	36	.	.	PUNCT
cana-813	101	1	subsequently	subsequently	ADV
cana-813	101	2	,	,	PUNCT
cana-813	101	3	the	the	DET
cana-813	101	4	model	model	NOUN
cana-813	101	5	undergoes	undergo	VERB
cana-813	101	6	training	training	NOUN
cana-813	101	7	based	base	VERB
cana-813	101	8	on	on	ADP
cana-813	101	9	the	the	DET
cana-813	101	10	first	first	ADJ
cana-813	101	11	observation	observation	NOUN
cana-813	101	12	utilizing	utilize	VERB
cana-813	101	13	the	the	DET
cana-813	101	14	baum	baum	PROPN
cana-813	101	15	-	-	PUNCT
cana-813	101	16	welch	welch	PROPN
cana-813	101	17	algorithm	algorithm	NOUN
cana-813	101	18	for	for	ADP
cana-813	101	19	100	100	NUM
cana-813	101	20	epochs	epoch	NOUN
cana-813	101	21	,	,	PUNCT
cana-813	101	22	culminating	culminate	VERB
cana-813	101	23	in	in	ADP
cana-813	101	24	a	a	DET
cana-813	101	25	prediction	prediction	NOUN
cana-813	101	26	for	for	ADP
cana-813	101	27	t+1	t+1	PRON
cana-813	101	28	.	.	PUNCT
cana-813	102	1	following	follow	VERB
cana-813	102	2	this	this	PRON
cana-813	102	3	,	,	PUNCT
cana-813	102	4	the	the	DET
cana-813	102	5	next	next	ADJ
cana-813	102	6	observation	observation	NOUN
cana-813	102	7	is	be	AUX
cana-813	102	8	introduced	introduce	VERB
cana-813	102	9	to	to	ADP
cana-813	102	10	the	the	DET
cana-813	102	11	communications	communication	NOUN
cana-813	102	12	on	on	ADP
cana-813	102	13	applied	apply	VERB
cana-813	102	14	nonlinear	nonlinear	ADJ
cana-813	102	15	analysis	analysis	NOUN
cana-813	102	16	issn	issn	NOUN
cana-813	102	17	:	:	PUNCT
cana-813	102	18	1074	1074	NUM
cana-813	102	19	-	-	PUNCT
cana-813	102	20	133x	133x	NUM
cana-813	102	21	vol	vol	NOUN
cana-813	102	22	31	31	NUM
cana-813	102	23	no	no	NOUN
cana-813	102	24	.	.	PUNCT
cana-813	103	1	4s	4s	NUM
cana-813	103	2	(	(	PUNCT
cana-813	103	3	2024	2024	NUM
cana-813	103	4	)	)	PUNCT
cana-813	103	5	5	5	NUM
cana-813	103	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-813	103	7	model	model	NOUN
cana-813	103	8	and	and	CCONJ
cana-813	103	9	undergoes	undergo	VERB
cana-813	103	10	further	further	ADJ
cana-813	103	11	training	training	NOUN
cana-813	103	12	.	.	PUNCT
cana-813	104	1	another	another	DET
cana-813	104	2	prediction	prediction	NOUN
cana-813	104	3	is	be	AUX
cana-813	104	4	then	then	ADV
cana-813	104	5	made	make	VERB
cana-813	104	6	for	for	ADP
cana-813	104	7	this	this	DET
cana-813	104	8	observation	observation	NOUN
cana-813	104	9	,	,	PUNCT
cana-813	104	10	and	and	CCONJ
cana-813	104	11	this	this	DET
cana-813	104	12	process	process	NOUN
cana-813	104	13	is	be	AUX
cana-813	104	14	iterated	iterate	VERB
cana-813	104	15	for	for	ADP
cana-813	104	16	all	all	DET
cana-813	104	17	observations	observation	NOUN
cana-813	104	18	.	.	PUNCT
cana-813	105	1	predicting	predict	VERB
cana-813	105	2	:	:	PUNCT
cana-813	105	3	there	there	PRON
cana-813	105	4	exist	exist	VERB
cana-813	105	5	various	various	ADJ
cana-813	105	6	approaches	approach	NOUN
cana-813	105	7	for	for	ADP
cana-813	105	8	employing	employ	VERB
cana-813	105	9	a	a	DET
cana-813	105	10	hidden	hide	VERB
cana-813	105	11	markov	markov	NOUN
cana-813	105	12	model	model	NOUN
cana-813	105	13	in	in	ADP
cana-813	105	14	stock	stock	NOUN
cana-813	105	15	prediction	prediction	NOUN
cana-813	105	16	.	.	PUNCT
cana-813	106	1	in	in	ADP
cana-813	106	2	the	the	DET
cana-813	106	3	literature	literature	NOUN
cana-813	106	4	introduced	introduce	VERB
cana-813	106	5	in	in	ADP
cana-813	106	6	the	the	DET
cana-813	106	7	opening	opening	NOUN
cana-813	106	8	section	section	NOUN
cana-813	106	9	,	,	PUNCT
cana-813	106	10	one	one	NUM
cana-813	106	11	technique	technique	NOUN
cana-813	106	12	involves	involve	VERB
cana-813	106	13	providing	provide	VERB
cana-813	106	14	a	a	DET
cana-813	106	15	single	single	ADJ
cana-813	106	16	observation	observation	NOUN
cana-813	106	17	and	and	CCONJ
cana-813	106	18	identifying	identify	VERB
cana-813	106	19	a	a	DET
cana-813	106	20	past	past	ADJ
cana-813	106	21	observation	observation	NOUN
cana-813	106	22	that	that	SCONJ
cana-813	106	23	,	,	PUNCT
cana-813	106	24	according	accord	VERB
cana-813	106	25	to	to	ADP
cana-813	106	26	the	the	DET
cana-813	106	27	trained	train	VERB
cana-813	106	28	hidden	hide	VERB
cana-813	106	29	markov	markov	NOUN
cana-813	106	30	model	model	NOUN
cana-813	106	31	,	,	PUNCT
cana-813	106	32	yields	yield	VERB
cana-813	106	33	a	a	DET
cana-813	106	34	similar	similar	ADJ
cana-813	106	35	likelihood	likelihood	NOUN
cana-813	106	36	.	.	PUNCT
cana-813	107	1	subsequently	subsequently	ADV
cana-813	107	2	,	,	PUNCT
cana-813	107	3	in	in	ADP
cana-813	107	4	this	this	DET
cana-813	107	5	prior	prior	ADJ
cana-813	107	6	observation	observation	NOUN
cana-813	107	7	,	,	PUNCT
cana-813	107	8	the	the	DET
cana-813	107	9	difference	difference	NOUN
cana-813	107	10	between	between	ADP
cana-813	107	11	t	t	PROPN
cana-813	107	12	and	and	CCONJ
cana-813	107	13	t+1	t+1	PROPN
cana-813	107	14	is	be	AUX
cana-813	107	15	computed	compute	VERB
cana-813	107	16	and	and	CCONJ
cana-813	107	17	added	add	VERB
cana-813	107	18	to	to	ADP
cana-813	107	19	the	the	DET
cana-813	107	20	present	present	ADJ
cana-813	107	21	value	value	NOUN
cana-813	107	22	at	at	ADP
cana-813	107	23	t	t	PROPN
cana-813	107	24	,	,	PUNCT
cana-813	107	25	resulting	result	VERB
cana-813	107	26	in	in	ADP
cana-813	107	27	the	the	DET
cana-813	107	28	prediction	prediction	NOUN
cana-813	107	29	.	.	PUNCT
cana-813	108	1	an	an	DET
cana-813	108	2	alternative	alternative	ADJ
cana-813	108	3	approach	approach	NOUN
cana-813	108	4	involves	involve	VERB
cana-813	108	5	taking	take	VERB
cana-813	108	6	an	an	DET
cana-813	108	7	observation	observation	NOUN
cana-813	108	8	sequence	sequence	NOUN
cana-813	108	9	.	.	PUNCT
cana-813	109	1	initially	initially	ADV
cana-813	109	2	,	,	PUNCT
cana-813	109	3	the	the	DET
cana-813	109	4	most	most	ADV
cana-813	109	5	probable	probable	ADJ
cana-813	109	6	state	state	NOUN
cana-813	109	7	sequence	sequence	NOUN
cana-813	109	8	is	be	AUX
cana-813	109	9	computed	compute	VERB
cana-813	109	10	,	,	PUNCT
cana-813	109	11	along	along	ADP
cana-813	109	12	with	with	ADP
cana-813	109	13	the	the	DET
cana-813	109	14	subsequent	subsequent	ADJ
cana-813	109	15	state	state	NOUN
cana-813	109	16	that	that	PRON
cana-813	109	17	is	be	AUX
cana-813	109	18	projected	project	VERB
cana-813	109	19	to	to	PART
cana-813	109	20	be	be	AUX
cana-813	109	21	reached	reach	VERB
cana-813	109	22	,	,	PUNCT
cana-813	109	23	using	use	VERB
cana-813	109	24	the	the	DET
cana-813	109	25	transition	transition	NOUN
cana-813	109	26	matrix	matrix	NOUN
cana-813	109	27	derived	derive	VERB
cana-813	109	28	from	from	ADP
cana-813	109	29	the	the	DET
cana-813	109	30	trained	train	VERB
cana-813	109	31	hmm	hmm	NOUN
cana-813	109	32	.	.	PUNCT
cana-813	110	1	subsequently	subsequently	ADV
cana-813	110	2	,	,	PUNCT
cana-813	110	3	the	the	DET
cana-813	110	4	gaussian	gaussian	ADJ
cana-813	110	5	mixture	mixture	NOUN
cana-813	110	6	of	of	ADP
cana-813	110	7	this	this	DET
cana-813	110	8	state	state	NOUN
cana-813	110	9	is	be	AUX
cana-813	110	10	employed	employ	VERB
cana-813	110	11	to	to	PART
cana-813	110	12	derive	derive	VERB
cana-813	110	13	the	the	DET
cana-813	110	14	mean	mean	NOUN
cana-813	110	15	,	,	PUNCT
cana-813	110	16	which	which	PRON
cana-813	110	17	is	be	AUX
cana-813	110	18	then	then	ADV
cana-813	110	19	utilized	utilize	VERB
cana-813	110	20	as	as	ADP
cana-813	110	21	the	the	DET
cana-813	110	22	prediction	prediction	NOUN
cana-813	110	23	.	.	PUNCT
cana-813	111	1	nonetheless	nonetheless	ADV
cana-813	111	2	,	,	PUNCT
cana-813	111	3	it	it	PRON
cana-813	111	4	's	be	AUX
cana-813	111	5	worth	worth	ADJ
cana-813	111	6	noting	note	VERB
cana-813	111	7	that	that	SCONJ
cana-813	111	8	in	in	ADP
cana-813	111	9	the	the	DET
cana-813	111	10	presence	presence	NOUN
cana-813	111	11	of	of	ADP
cana-813	111	12	a	a	DET
cana-813	111	13	gaussian	gaussian	ADJ
cana-813	111	14	mixture	mixture	NOUN
cana-813	111	15	,	,	PUNCT
cana-813	111	16	this	this	DET
cana-813	111	17	mean	mean	NOUN
cana-813	111	18	may	may	AUX
cana-813	111	19	not	not	PART
cana-813	111	20	always	always	ADV
cana-813	111	21	represent	represent	VERB
cana-813	111	22	the	the	DET
cana-813	111	23	most	most	ADV
cana-813	111	24	probable	probable	ADJ
cana-813	111	25	value	value	NOUN
cana-813	111	26	within	within	ADP
cana-813	111	27	this	this	DET
cana-813	111	28	distribution	distribution	NOUN
cana-813	111	29	.	.	PUNCT
cana-813	112	1	in	in	ADP
cana-813	112	2	situations	situation	NOUN
cana-813	112	3	involving	involve	VERB
cana-813	112	4	a	a	DET
cana-813	112	5	mixture	mixture	NOUN
cana-813	112	6	of	of	ADP
cana-813	112	7	gaussians	gaussian	NOUN
cana-813	112	8	,	,	PUNCT
cana-813	112	9	a	a	DET
cana-813	112	10	more	more	ADV
cana-813	112	11	logical	logical	ADJ
cana-813	112	12	approach	approach	NOUN
cana-813	112	13	would	would	AUX
cana-813	112	14	be	be	AUX
cana-813	112	15	to	to	PART
cana-813	112	16	randomly	randomly	ADV
cana-813	112	17	choose	choose	VERB
cana-813	112	18	one	one	NUM
cana-813	112	19	of	of	ADP
cana-813	112	20	the	the	DET
cana-813	112	21	gaussians	gaussian	NOUN
cana-813	112	22	within	within	ADP
cana-813	112	23	the	the	DET
cana-813	112	24	mixture	mixture	NOUN
cana-813	112	25	.	.	PUNCT
cana-813	113	1	the	the	DET
cana-813	113	2	mean	mean	NOUN
cana-813	113	3	of	of	ADP
cana-813	113	4	this	this	DET
cana-813	113	5	selected	select	VERB
cana-813	113	6	gaussian	gaussian	NOUN
cana-813	113	7	can	can	AUX
cana-813	113	8	then	then	ADV
cana-813	113	9	be	be	AUX
cana-813	113	10	provided	provide	VERB
cana-813	113	11	as	as	ADP
cana-813	113	12	the	the	DET
cana-813	113	13	prediction	prediction	NOUN
cana-813	113	14	.	.	PUNCT
cana-813	114	1	in	in	ADP
cana-813	114	2	this	this	DET
cana-813	114	3	study	study	NOUN
cana-813	114	4	,	,	PUNCT
cana-813	114	5	to	to	PART
cana-813	114	6	facilitate	facilitate	VERB
cana-813	114	7	prediction	prediction	NOUN
cana-813	114	8	,	,	PUNCT
cana-813	114	9	the	the	DET
cana-813	114	10	observation	observation	NOUN
cana-813	114	11	sequence	sequence	NOUN
cana-813	114	12	will	will	AUX
cana-813	114	13	be	be	AUX
cana-813	114	14	inputted	inputte	VERB
cana-813	114	15	into	into	ADP
cana-813	114	16	the	the	DET
cana-813	114	17	viterbi	viterbi	ADJ
cana-813	114	18	algorithm	algorithm	NOUN
cana-813	114	19	.	.	PUNCT
cana-813	115	1	this	this	DET
cana-813	115	2	algorithm	algorithm	NOUN
cana-813	115	3	will	will	AUX
cana-813	115	4	provide	provide	VERB
cana-813	115	5	the	the	DET
cana-813	115	6	most	most	ADV
cana-813	115	7	probable	probable	ADJ
cana-813	115	8	sequence	sequence	NOUN
cana-813	115	9	of	of	ADP
cana-813	115	10	states	state	NOUN
cana-813	115	11	that	that	PRON
cana-813	115	12	could	could	AUX
cana-813	115	13	have	have	AUX
cana-813	115	14	generated	generate	VERB
cana-813	115	15	the	the	DET
cana-813	115	16	given	give	VERB
cana-813	115	17	observation	observation	NOUN
cana-813	115	18	sequence	sequence	NOUN
cana-813	115	19	.	.	PUNCT
cana-813	116	1	specifically	specifically	ADV
cana-813	116	2	,	,	PUNCT
cana-813	116	3	only	only	ADV
cana-813	116	4	the	the	DET
cana-813	116	5	final	final	ADJ
cana-813	116	6	state	state	NOUN
cana-813	116	7	,	,	PUNCT
cana-813	116	8	st	st	PROPN
cana-813	116	9	,	,	PUNCT
cana-813	116	10	of	of	ADP
cana-813	116	11	this	this	DET
cana-813	116	12	sequence	sequence	NOUN
cana-813	116	13	is	be	AUX
cana-813	116	14	retained	retain	VERB
cana-813	116	15	,	,	PUNCT
cana-813	116	16	representing	represent	VERB
cana-813	116	17	the	the	DET
cana-813	116	18	state	state	NOUN
cana-813	116	19	at	at	ADP
cana-813	116	20	the	the	DET
cana-813	116	21	present	present	ADJ
cana-813	116	22	time	time	NOUN
cana-813	116	23	,	,	PUNCT
cana-813	116	24	t.	t.	NOUN
cana-813	116	25	utilizing	utilize	VERB
cana-813	116	26	the	the	DET
cana-813	116	27	transition	transition	NOUN
cana-813	116	28	matrix	matrix	NOUN
cana-813	116	29	a	a	PRON
cana-813	116	30	from	from	ADP
cana-813	116	31	the	the	DET
cana-813	116	32	trained	train	VERB
cana-813	116	33	model	model	NOUN
cana-813	116	34	,	,	PUNCT
cana-813	116	35	the	the	DET
cana-813	116	36	subsequent	subsequent	ADJ
cana-813	116	37	state	state	NOUN
cana-813	116	38	,	,	PUNCT
cana-813	116	39	st+1	st+1	X
cana-813	116	40	for	for	ADP
cana-813	116	41	t+1	t+1	PRON
cana-813	116	42	,	,	PUNCT
cana-813	116	43	will	will	AUX
cana-813	116	44	be	be	AUX
cana-813	116	45	selected	select	VERB
cana-813	116	46	in	in	ADP
cana-813	116	47	such	such	DET
cana-813	116	48	a	a	DET
cana-813	116	49	way	way	NOUN
cana-813	116	50	that	that	PRON
cana-813	116	51	a	a	DET
cana-813	116	52	[	[	X
cana-813	116	53	st	st	X
cana-813	116	54	;	;	PUNCT
cana-813	116	55	st+1	st+1	X
cana-813	116	56	]	]	PUNCT
cana-813	116	57	holds	hold	VERB
cana-813	116	58	the	the	DET
cana-813	116	59	highest	high	ADJ
cana-813	116	60	probability	probability	NOUN
cana-813	116	61	in	in	ADP
cana-813	116	62	that	that	DET
cana-813	116	63	row	row	NOUN
cana-813	116	64	.	.	PUNCT
cana-813	117	1	this	this	DET
cana-813	117	2	state	state	NOUN
cana-813	117	3	encompasses	encompass	VERB
cana-813	117	4	a	a	DET
cana-813	117	5	gaussian	gaussian	ADJ
cana-813	117	6	mixture	mixture	NOUN
cana-813	117	7	model	model	NOUN
cana-813	117	8	.	.	PUNCT
cana-813	118	1	for	for	ADP
cana-813	118	2	prediction	prediction	NOUN
cana-813	118	3	purposes	purpose	NOUN
cana-813	118	4	,	,	PUNCT
cana-813	118	5	the	the	DET
cana-813	118	6	probability	probability	NOUN
cana-813	118	7	density	density	NOUN
cana-813	118	8	function	function	NOUN
cana-813	118	9	(	(	PUNCT
cana-813	118	10	pdf	pdf	NOUN
cana-813	118	11	)	)	PUNCT
cana-813	118	12	transforms	transform	VERB
cana-813	118	13	a	a	DET
cana-813	118	14	cumulative	cumulative	ADJ
cana-813	118	15	distribution	distribution	NOUN
cana-813	118	16	function	function	NOUN
cana-813	118	17	(	(	PUNCT
cana-813	118	18	cdf	cdf	PROPN
cana-813	118	19	)	)	PUNCT
cana-813	118	20	.	.	PUNCT
cana-813	119	1	subsequently	subsequently	ADV
cana-813	119	2	,	,	PUNCT
cana-813	119	3	a	a	DET
cana-813	119	4	random	random	ADJ
cana-813	119	5	value	value	NOUN
cana-813	119	6	,	,	PUNCT
cana-813	119	7	denoted	denote	VERB
cana-813	119	8	as	as	ADP
cana-813	119	9	i	i	PRON
cana-813	119	10	along	along	ADP
cana-813	119	11	the	the	DET
cana-813	119	12	y	y	NOUN
cana-813	119	13	-	-	PUNCT
cana-813	119	14	axis	axis	NOUN
cana-813	119	15	,	,	PUNCT
cana-813	119	16	is	be	AUX
cana-813	119	17	generated	generate	VERB
cana-813	119	18	.	.	PUNCT
cana-813	120	1	the	the	DET
cana-813	120	2	x	x	NOUN
cana-813	120	3	-	-	NOUN
cana-813	120	4	coordinate	coordinate	NOUN
cana-813	120	5	of	of	ADP
cana-813	120	6	the	the	DET
cana-813	120	7	point	point	NOUN
cana-813	120	8	of	of	ADP
cana-813	120	9	intersection	intersection	NOUN
cana-813	120	10	between	between	ADP
cana-813	120	11	the	the	DET
cana-813	120	12	line	line	NOUN
cana-813	120	13	y	y	PROPN
cana-813	120	14	=	=	PUNCT
cana-813	120	15	i	i	PROPN
cana-813	120	16	and	and	CCONJ
cana-813	120	17	the	the	DET
cana-813	120	18	cdf	cdf	PROPN
cana-813	120	19	serves	serve	VERB
cana-813	120	20	as	as	ADP
cana-813	120	21	the	the	DET
cana-813	120	22	anticipated	anticipated	ADJ
cana-813	120	23	value	value	NOUN
cana-813	120	24	.	.	PUNCT
cana-813	121	1	3.2.3	3.2.3	X
cana-813	121	2	.	.	X
cana-813	122	1	facebook	facebook	PROPN
cana-813	122	2	‘s	‘s	PROPN
cana-813	122	3	prophet	prophet	NOUN
cana-813	122	4	a	a	DET
cana-813	122	5	prophet	prophet	NOUN
cana-813	122	6	is	be	AUX
cana-813	122	7	an	an	DET
cana-813	122	8	algorithm	algorithm	NOUN
cana-813	122	9	used	use	VERB
cana-813	122	10	for	for	ADP
cana-813	122	11	predicting	predict	VERB
cana-813	122	12	time	time	NOUN
cana-813	122	13	-	-	PUNCT
cana-813	122	14	series	series	NOUN
cana-813	122	15	data	data	PROPN
cana-813	122	16	.	.	PUNCT
cana-813	123	1	prophet	prophet	NOUN
cana-813	123	2	separates	separate	VERB
cana-813	123	3	a	a	DET
cana-813	123	4	time	time	NOUN
cana-813	123	5	series	series	NOUN
cana-813	123	6	into	into	ADP
cana-813	123	7	three	three	NUM
cana-813	123	8	components	component	NOUN
cana-813	123	9	,	,	PUNCT
cana-813	123	10	seasonal	seasonal	ADJ
cana-813	123	11	,	,	PUNCT
cana-813	123	12	trend	trend	NOUN
cana-813	123	13	,	,	PUNCT
cana-813	123	14	and	and	CCONJ
cana-813	123	15	holidays	holiday	NOUN
cana-813	123	16	,	,	PUNCT
cana-813	123	17	as	as	SCONJ
cana-813	123	18	follows	follow	VERB
cana-813	123	19	:	:	PUNCT
cana-813	123	20	𝑦(𝑡	𝑦(𝑡	NUM
cana-813	123	21	)	)	PUNCT
cana-813	123	22	=	=	PUNCT
cana-813	123	23	𝑔(𝑡	𝑔(𝑡	VERB
cana-813	123	24	)	)	PUNCT
cana-813	124	1	+	+	CCONJ
cana-813	124	2	𝑠(𝑡	𝑠(𝑡	PROPN
cana-813	124	3	)	)	PUNCT
cana-813	125	1	+	+	CCONJ
cana-813	125	2	ℎ(𝑡	ℎ(𝑡	PROPN
cana-813	125	3	)	)	PUNCT
cana-813	126	1	+	+	CCONJ
cana-813	126	2	𝜖𝑡	𝜖𝑡	AUX
cana-813	126	3	where	where	SCONJ
cana-813	126	4	,	,	PUNCT
cana-813	126	5	g(t	g(t	PROPN
cana-813	126	6	)	)	PUNCT
cana-813	126	7	represents	represent	VERB
cana-813	126	8	the	the	DET
cana-813	126	9	trend	trend	NOUN
cana-813	126	10	function	function	NOUN
cana-813	126	11	capturing	capture	VERB
cana-813	126	12	non	non	ADJ
cana-813	126	13	-	-	ADJ
cana-813	126	14	seasonal	seasonal	ADJ
cana-813	126	15	variations	variation	NOUN
cana-813	126	16	,	,	PUNCT
cana-813	126	17	s(t	s(t	PROPN
cana-813	126	18	)	)	PUNCT
cana-813	126	19	represents	represent	VERB
cana-813	126	20	the	the	DET
cana-813	126	21	function	function	NOUN
cana-813	126	22	that	that	PRON
cana-813	126	23	accounts	account	VERB
cana-813	126	24	for	for	ADP
cana-813	126	25	seasonal	seasonal	ADJ
cana-813	126	26	changes	change	NOUN
cana-813	126	27	,	,	PUNCT
cana-813	126	28	and	and	CCONJ
cana-813	126	29	h(t	h(t	NUM
cana-813	126	30	)	)	PUNCT
cana-813	126	31	denotes	denote	VERB
cana-813	126	32	the	the	DET
cana-813	126	33	function	function	NOUN
cana-813	126	34	related	relate	VERB
cana-813	126	35	to	to	ADP
cana-813	126	36	holidays	holiday	NOUN
cana-813	126	37	.	.	PUNCT
cana-813	127	1	𝜖𝑡	𝜖𝑡	ADJ
cana-813	127	2	is	be	AUX
cana-813	127	3	a	a	DET
cana-813	127	4	function	function	NOUN
cana-813	127	5	that	that	PRON
cana-813	127	6	captures	capture	VERB
cana-813	127	7	any	any	DET
cana-813	127	8	additional	additional	ADJ
cana-813	127	9	changes	change	NOUN
cana-813	127	10	that	that	PRON
cana-813	127	11	do	do	AUX
cana-813	127	12	n't	not	PART
cana-813	127	13	conform	conform	VERB
cana-813	127	14	to	to	ADP
cana-813	127	15	the	the	DET
cana-813	127	16	three	three	NUM
cana-813	127	17	primary	primary	ADJ
cana-813	127	18	functions	function	NOUN
cana-813	127	19	.	.	PUNCT
cana-813	128	1	𝑔(𝑡	𝑔(𝑡	VERB
cana-813	128	2	)	)	PUNCT
cana-813	129	1	incorporates	incorporate	VERB
cana-813	129	2	both	both	PRON
cana-813	129	3	saturating	saturate	VERB
cana-813	129	4	growth	growth	NOUN
cana-813	129	5	and	and	CCONJ
cana-813	129	6	piecewise	piecewise	NOUN
cana-813	129	7	linear	linear	NOUN
cana-813	129	8	models	model	NOUN
cana-813	129	9	.	.	PUNCT
cana-813	130	1	specifically	specifically	ADV
cana-813	130	2	,	,	PUNCT
cana-813	130	3	g(t	g(t	PROPN
cana-813	130	4	)	)	PUNCT
cana-813	130	5	defines	define	VERB
cana-813	130	6	the	the	DET
cana-813	130	7	logistic	logistic	ADJ
cana-813	130	8	growth	growth	NOUN
cana-813	130	9	model	model	NOUN
cana-813	130	10	in	in	ADP
cana-813	130	11	the	the	DET
cana-813	130	12	following	follow	VERB
cana-813	130	13	manner	manner	NOUN
cana-813	130	14	:	:	PUNCT
cana-813	130	15	𝑔(𝑡	𝑔(𝑡	NUM
cana-813	130	16	)	)	PUNCT
cana-813	131	1	=	=	PUNCT
cana-813	131	2	𝑐	𝑐	SYM
cana-813	131	3	1	1	NUM
cana-813	131	4	+	+	NUM
cana-813	131	5	exp	exp	NOUN
cana-813	131	6	(	(	PUNCT
cana-813	131	7	−(𝑘(𝑡	−(𝑘(𝑡	PROPN
cana-813	131	8	−	−	PROPN
cana-813	131	9	(	(	PUNCT
cana-813	131	10	𝑚	𝑚	NOUN
cana-813	131	11	)	)	PUNCT
cana-813	131	12	)	)	PUNCT
cana-813	131	13	communications	communication	NOUN
cana-813	131	14	on	on	ADP
cana-813	131	15	applied	apply	VERB
cana-813	131	16	nonlinear	nonlinear	ADJ
cana-813	131	17	analysis	analysis	NOUN
cana-813	131	18	issn	issn	NOUN
cana-813	131	19	:	:	PUNCT
cana-813	131	20	1074	1074	NUM
cana-813	131	21	-	-	PUNCT
cana-813	131	22	133x	133x	NUM
cana-813	131	23	vol	vol	NOUN
cana-813	131	24	31	31	NUM
cana-813	131	25	no	no	NOUN
cana-813	131	26	.	.	PUNCT
cana-813	132	1	4s	4s	NUM
cana-813	132	2	(	(	PUNCT
cana-813	132	3	2024	2024	NUM
cana-813	132	4	)	)	PUNCT
cana-813	132	5	6	6	NUM
cana-813	132	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-813	132	7	where	where	SCONJ
cana-813	132	8	𝑐	𝑐	PROPN
cana-813	132	9	represents	represent	VERB
cana-813	132	10	the	the	DET
cana-813	132	11	maximum	maximum	ADJ
cana-813	132	12	capacity	capacity	NOUN
cana-813	132	13	,	,	PUNCT
cana-813	132	14	𝑘	𝑘	PRON
cana-813	132	15	represents	represent	VERB
cana-813	132	16	the	the	DET
cana-813	132	17	rate	rate	NOUN
cana-813	132	18	of	of	ADP
cana-813	132	19	growth	growth	NOUN
cana-813	132	20	,	,	PUNCT
cana-813	132	21	and	and	CCONJ
cana-813	132	22	𝑚	𝑚	PROPN
cana-813	132	23	is	be	AUX
cana-813	132	24	a	a	DET
cana-813	132	25	parameter	parameter	NOUN
cana-813	132	26	that	that	PRON
cana-813	132	27	specifies	specify	VERB
cana-813	132	28	an	an	DET
cana-813	132	29	initial	initial	ADJ
cana-813	132	30	condition	condition	NOUN
cana-813	132	31	.	.	PUNCT
cana-813	133	1	𝑔(𝑡	𝑔(𝑡	VERB
cana-813	133	2	)	)	PUNCT
cana-813	133	3	then	then	ADV
cana-813	133	4	incorporates	incorporate	VERB
cana-813	133	5	updates	update	NOUN
cana-813	133	6	to	to	ADP
cana-813	133	7	the	the	DET
cana-813	133	8	growth	growth	NOUN
cana-813	133	9	model	model	NOUN
cana-813	133	10	by	by	ADP
cana-813	133	11	indicating	indicate	VERB
cana-813	133	12	specific	specific	ADJ
cana-813	133	13	times	time	NOUN
cana-813	133	14	𝑠𝑗	𝑠𝑗	INTJ
cana-813	133	15	where	where	SCONJ
cana-813	133	16	the	the	DET
cana-813	133	17	growth	growth	NOUN
cana-813	133	18	rate	rate	NOUN
cana-813	133	19	can	can	AUX
cana-813	133	20	change	change	VERB
cana-813	133	21	at	at	ADP
cana-813	133	22	time	time	NOUN
cana-813	133	23	𝑡.	𝑡.	NOUN
cana-813	133	24	if	if	SCONJ
cana-813	133	25	we	we	PRON
cana-813	133	26	assume	assume	VERB
cana-813	133	27	there	there	PRON
cana-813	133	28	are	be	VERB
cana-813	133	29	"	"	PUNCT
cana-813	133	30	s	s	NOUN
cana-813	133	31	"	"	PUNCT
cana-813	133	32	such	such	ADJ
cana-813	133	33	change	change	NOUN
cana-813	133	34	points	point	NOUN
cana-813	133	35	at	at	ADP
cana-813	133	36	times	time	NOUN
cana-813	133	37	𝑠𝑗	𝑠𝑗	VERB
cana-813	133	38	denoted	denote	VERB
cana-813	133	39	by	by	ADP
cana-813	133	40	𝑗	𝑗	PROPN
cana-813	133	41	=	=	SYM
cana-813	133	42	1,2	1,2	NUM
cana-813	133	43	,	,	PUNCT
cana-813	133	44	…	…	PUNCT
cana-813	133	45	,	,	PUNCT
cana-813	133	46	𝑠	𝑠	X
cana-813	133	47	,	,	PUNCT
cana-813	133	48	we	we	PRON
cana-813	133	49	can	can	AUX
cana-813	133	50	define	define	VERB
cana-813	133	51	a	a	DET
cana-813	133	52	vector	vector	NOUN
cana-813	133	53	of	of	ADP
cana-813	133	54	rate	rate	NOUN
cana-813	133	55	adjustments	adjustment	NOUN
cana-813	133	56	as	as	ADP
cana-813	133	57	"	"	PUNCT
cana-813	133	58	δ	δ	PROPN
cana-813	133	59	∈	∈	PROPN
cana-813	133	60	rs	rs	NOUN
cana-813	133	61	,	,	PUNCT
cana-813	133	62	"	"	PUNCT
cana-813	133	63	where	where	SCONJ
cana-813	133	64	each	each	DET
cana-813	133	65	"	"	PUNCT
cana-813	133	66	δj	δj	ADJ
cana-813	133	67	"	"	PUNCT
cana-813	133	68	represents	represent	VERB
cana-813	133	69	the	the	DET
cana-813	133	70	change	change	NOUN
cana-813	133	71	in	in	ADP
cana-813	133	72	the	the	DET
cana-813	133	73	growth	growth	NOUN
cana-813	133	74	rate	rate	NOUN
cana-813	133	75	occurring	occur	VERB
cana-813	133	76	at	at	ADP
cana-813	133	77	the	the	DET
cana-813	133	78	time	time	NOUN
cana-813	133	79	𝑠𝑗	𝑠𝑗	INTJ
cana-813	133	80	.	.	PUNCT
cana-813	134	1	the	the	DET
cana-813	134	2	growth	growth	NOUN
cana-813	134	3	rate	rate	NOUN
cana-813	134	4	at	at	ADP
cana-813	134	5	any	any	DET
cana-813	134	6	given	give	VERB
cana-813	134	7	time	time	NOUN
cana-813	134	8	"	"	PUNCT
cana-813	134	9	t	t	PROPN
cana-813	134	10	"	"	PUNCT
cana-813	134	11	is	be	AUX
cana-813	134	12	determined	determine	VERB
cana-813	134	13	as	as	SCONJ
cana-813	134	14	follows	follow	VERB
cana-813	134	15	:	:	PUNCT
cana-813	134	16	𝑦	𝑦	NOUN
cana-813	134	17	=	=	SYM
cana-813	134	18	𝑘	𝑘	PROPN
cana-813	134	19	+	+	PUNCT
cana-813	134	20	𝑎(𝑡)𝑇𝛿	𝑎(𝑡)𝑇𝛿	PROPN
cana-813	134	21	here	here	ADV
cana-813	134	22	,	,	PUNCT
cana-813	134	23	a(t)ᵀδ	a(t)ᵀδ	CCONJ
cana-813	134	24	represents	represent	VERB
cana-813	134	25	the	the	DET
cana-813	134	26	cumulated	cumulated	ADJ
cana-813	134	27	growth	growth	NOUN
cana-813	134	28	up	up	ADP
cana-813	134	29	to	to	ADP
cana-813	134	30	the	the	DET
cana-813	134	31	changepoints	changepoint	NOUN
cana-813	134	32	𝑠𝑗	𝑠𝑗	ADP
cana-813	134	33	and	and	CCONJ
cana-813	134	34	𝑎(𝑡	𝑎(𝑡	PROPN
cana-813	134	35	)	)	PUNCT
cana-813	134	36	∈	∈	PROPN
cana-813	134	37	{	{	PUNCT
cana-813	134	38	0,1}𝑆	0,1}𝑆	NUM
cana-813	134	39	is	be	AUX
cana-813	134	40	a	a	DET
cana-813	134	41	vector	vector	NOUN
cana-813	134	42	and	and	CCONJ
cana-813	134	43	it	it	PRON
cana-813	134	44	can	can	AUX
cana-813	134	45	be	be	AUX
cana-813	134	46	calculated	calculate	VERB
cana-813	134	47	as	as	SCONJ
cana-813	134	48	follows	follow	VERB
cana-813	134	49	:	:	PUNCT
cana-813	134	50	𝑎𝑗(𝑡	𝑎𝑗(𝑡	NOUN
cana-813	134	51	)	)	PUNCT
cana-813	135	1	=	=	PRON
cana-813	135	2	{	{	PUNCT
cana-813	135	3	1	1	NUM
cana-813	135	4	,	,	PUNCT
cana-813	135	5	𝑖𝑓	𝑖𝑓	NUM
cana-813	135	6	𝑡	𝑡	PROPN
cana-813	135	7	≥	≥	NOUN
cana-813	135	8	𝑠𝑗	𝑠𝑗	PROPN
cana-813	135	9	0	0	NUM
cana-813	135	10	,	,	PUNCT
cana-813	135	11	𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	VERB
cana-813	135	12	4	4	NUM
cana-813	135	13	.	.	NOUN
cana-813	135	14	results	result	NOUN
cana-813	135	15	and	and	CCONJ
cana-813	135	16	discussion	discussion	NOUN
cana-813	135	17	this	this	DET
cana-813	135	18	research	research	NOUN
cana-813	135	19	aimed	aim	VERB
cana-813	135	20	to	to	PART
cana-813	135	21	assess	assess	VERB
cana-813	135	22	the	the	DET
cana-813	135	23	effectiveness	effectiveness	NOUN
cana-813	135	24	of	of	ADP
cana-813	135	25	hmm	hmm	NOUN
cana-813	135	26	and	and	CCONJ
cana-813	135	27	facebook	facebook	PROPN
cana-813	135	28	’s	’s	PART
cana-813	135	29	prophet	prophet	NOUN
cana-813	135	30	in	in	ADP
cana-813	135	31	predicting	predict	VERB
cana-813	135	32	stock	stock	NOUN
cana-813	135	33	prices	price	NOUN
cana-813	135	34	.	.	PUNCT
cana-813	136	1	the	the	DET
cana-813	136	2	open	open	ADJ
cana-813	136	3	-	-	PUNCT
cana-813	136	4	source	source	NOUN
cana-813	136	5	python	python	NOUN
cana-813	136	6	library	library	NOUN
cana-813	136	7	hmmlearn	hmmlearn	VERB
cana-813	136	8	and	and	CCONJ
cana-813	136	9	prophet	prophet	NOUN
cana-813	136	10	was	be	AUX
cana-813	136	11	utilized	utilize	VERB
cana-813	136	12	to	to	PART
cana-813	136	13	train	train	VERB
cana-813	136	14	the	the	DET
cana-813	136	15	model	model	NOUN
cana-813	136	16	and	and	CCONJ
cana-813	136	17	compute	compute	NOUN
cana-813	136	18	observation	observation	NOUN
cana-813	136	19	likelihood	likelihood	NOUN
cana-813	136	20	.	.	PUNCT
cana-813	137	1	4.1	4.1	NUM
cana-813	137	2	.	.	PUNCT
cana-813	138	1	hmm	hmm	INTJ
cana-813	138	2	prediction	prediction	NOUN
cana-813	138	3	predictions	prediction	NOUN
cana-813	138	4	were	be	AUX
cana-813	138	5	made	make	VERB
cana-813	138	6	for	for	ADP
cana-813	138	7	the	the	DET
cana-813	138	8	last	last	ADJ
cana-813	138	9	100	100	NUM
cana-813	138	10	days	day	NOUN
cana-813	138	11	,	,	PUNCT
cana-813	138	12	commencing	commence	VERB
cana-813	138	13	from	from	ADP
cana-813	138	14	the	the	DET
cana-813	138	15	100th	100th	ADJ
cana-813	138	16	day	day	NOUN
cana-813	138	17	.	.	PUNCT
cana-813	139	1	the	the	DET
cana-813	139	2	model	model	NOUN
cana-813	139	3	was	be	AUX
cana-813	139	4	iteratively	iteratively	ADV
cana-813	139	5	fine	fine	ADV
cana-813	139	6	-	-	PUNCT
cana-813	139	7	tuned	tune	VERB
cana-813	139	8	using	use	VERB
cana-813	139	9	true	true	ADJ
cana-813	139	10	observations	observation	NOUN
cana-813	139	11	for	for	ADP
cana-813	139	12	preceding	precede	VERB
cana-813	139	13	days	day	NOUN
cana-813	139	14	in	in	ADP
cana-813	139	15	a	a	DET
cana-813	139	16	sequential	sequential	ADJ
cana-813	139	17	manner	manner	NOUN
cana-813	139	18	.	.	PUNCT
cana-813	140	1	each	each	DET
cana-813	140	2	iteration	iteration	NOUN
cana-813	140	3	expanded	expand	VERB
cana-813	140	4	the	the	DET
cana-813	140	5	training	training	NOUN
cana-813	140	6	dataset	dataset	VERB
cana-813	140	7	by	by	ADP
cana-813	140	8	one	one	NUM
cana-813	140	9	sample	sample	NOUN
cana-813	140	10	.	.	PUNCT
cana-813	141	1	initially	initially	ADV
cana-813	141	2	,	,	PUNCT
cana-813	141	3	a	a	DET
cana-813	141	4	fixed	fix	VERB
cana-813	141	5	model	model	NOUN
cana-813	141	6	with	with	ADP
cana-813	141	7	four	four	NUM
cana-813	141	8	states	state	NOUN
cana-813	141	9	was	be	AUX
cana-813	141	10	implemented	implement	VERB
cana-813	141	11	.	.	PUNCT
cana-813	142	1	figure	figure	NOUN
cana-813	142	2	2	2	NUM
cana-813	142	3	illustrates	illustrate	VERB
cana-813	142	4	the	the	DET
cana-813	142	5	hmm	hmm	NOUN
cana-813	142	6	predictions	prediction	NOUN
cana-813	142	7	for	for	ADP
cana-813	142	8	nifty50	nifty50	ADJ
cana-813	142	9	stock	stock	NOUN
cana-813	142	10	prices	price	NOUN
cana-813	142	11	using	use	VERB
cana-813	142	12	four	four	NUM
cana-813	142	13	states	state	NOUN
cana-813	142	14	.	.	PUNCT
cana-813	143	1	the	the	DET
cana-813	143	2	mape	mape	NOUN
cana-813	143	3	was	be	AUX
cana-813	143	4	later	later	ADV
cana-813	143	5	assessed	assess	VERB
cana-813	143	6	to	to	PART
cana-813	143	7	visually	visually	ADV
cana-813	143	8	compare	compare	VERB
cana-813	143	9	the	the	DET
cana-813	143	10	predicted	predict	VERB
cana-813	143	11	and	and	CCONJ
cana-813	143	12	actual	actual	ADJ
cana-813	143	13	prices	price	NOUN
cana-813	143	14	.	.	PUNCT
cana-813	144	1	to	to	PART
cana-813	144	2	enhance	enhance	VERB
cana-813	144	3	the	the	DET
cana-813	144	4	model	model	NOUN
cana-813	144	5	,	,	PUNCT
cana-813	144	6	optimization	optimization	NOUN
cana-813	144	7	was	be	AUX
cana-813	144	8	carried	carry	VERB
cana-813	144	9	out	out	ADP
cana-813	144	10	by	by	ADP
cana-813	144	11	selecting	select	VERB
cana-813	144	12	the	the	DET
cana-813	144	13	configuration	configuration	NOUN
cana-813	144	14	with	with	ADP
cana-813	144	15	the	the	DET
cana-813	144	16	lowest	low	ADJ
cana-813	144	17	bic	bic	NOUN
cana-813	144	18	value	value	NOUN
cana-813	144	19	,	,	PUNCT
cana-813	144	20	which	which	PRON
cana-813	144	21	takes	take	VERB
cana-813	144	22	into	into	ADP
cana-813	144	23	account	account	NOUN
cana-813	144	24	the	the	DET
cana-813	144	25	number	number	NOUN
cana-813	144	26	of	of	ADP
cana-813	144	27	states	state	NOUN
cana-813	144	28	.	.	PUNCT
cana-813	145	1	figure	figure	VERB
cana-813	145	2	2	2	NUM
cana-813	145	3	:	:	PUNCT
cana-813	145	4	nifty50	nifty50	ADV
cana-813	145	5	close	close	ADJ
cana-813	145	6	price	price	NOUN
cana-813	145	7	predictions	prediction	NOUN
cana-813	145	8	made	make	VERB
cana-813	145	9	by	by	ADP
cana-813	145	10	the	the	DET
cana-813	145	11	hmm	hmm	NOUN
cana-813	145	12	versus	versus	ADP
cana-813	145	13	the	the	DET
cana-813	145	14	actual	actual	ADJ
cana-813	145	15	data	data	NOUN
cana-813	145	16	figure	figure	NOUN
cana-813	145	17	2	2	NUM
cana-813	145	18	illustrates	illustrate	VERB
cana-813	145	19	the	the	DET
cana-813	145	20	comparison	comparison	NOUN
cana-813	145	21	between	between	ADP
cana-813	145	22	real	real	ADJ
cana-813	145	23	stock	stock	NOUN
cana-813	145	24	prices	price	NOUN
cana-813	145	25	and	and	CCONJ
cana-813	145	26	predicted	predict	VERB
cana-813	145	27	prices	price	NOUN
cana-813	145	28	generated	generate	VERB
cana-813	145	29	by	by	ADP
cana-813	145	30	our	our	PRON
cana-813	145	31	trained	train	VERB
cana-813	145	32	model	model	NOUN
cana-813	145	33	for	for	ADP
cana-813	145	34	nifty50	nifty50	ADJ
cana-813	145	35	.	.	PUNCT
cana-813	146	1	the	the	DET
cana-813	146	2	used	use	VERB
cana-813	146	3	methodology	methodology	NOUN
cana-813	146	4	is	be	AUX
cana-813	146	5	versatile	versatile	ADJ
cana-813	146	6	and	and	CCONJ
cana-813	146	7	can	can	AUX
cana-813	146	8	be	be	AUX
cana-813	146	9	applied	apply	VERB
cana-813	146	10	to	to	PART
cana-813	146	11	create	create	VERB
cana-813	146	12	prediction	prediction	NOUN
cana-813	146	13	models	model	NOUN
cana-813	146	14	for	for	ADP
cana-813	146	15	any	any	DET
cana-813	146	16	company	company	NOUN
cana-813	146	17	,	,	PUNCT
cana-813	146	18	as	as	ADV
cana-813	146	19	long	long	ADV
cana-813	146	20	as	as	SCONJ
cana-813	146	21	the	the	DET
cana-813	146	22	hmm	hmm	NOUN
cana-813	146	23	is	be	AUX
cana-813	146	24	trained	train	VERB
cana-813	146	25	on	on	ADP
cana-813	146	26	that	that	DET
cana-813	146	27	specific	specific	ADJ
cana-813	146	28	company	company	NOUN
cana-813	146	29	's	's	PART
cana-813	146	30	stock	stock	NOUN
cana-813	146	31	communications	communication	NOUN
cana-813	146	32	on	on	ADP
cana-813	146	33	applied	apply	VERB
cana-813	146	34	nonlinear	nonlinear	ADJ
cana-813	146	35	analysis	analysis	NOUN
cana-813	146	36	issn	issn	NOUN
cana-813	146	37	:	:	PUNCT
cana-813	146	38	1074	1074	NUM
cana-813	146	39	-	-	PUNCT
cana-813	146	40	133x	133x	NUM
cana-813	146	41	vol	vol	NOUN
cana-813	146	42	31	31	NUM
cana-813	146	43	no	no	NOUN
cana-813	146	44	.	.	PUNCT
cana-813	147	1	4s	4s	NUM
cana-813	147	2	(	(	PUNCT
cana-813	147	3	2024	2024	NUM
cana-813	147	4	)	)	PUNCT
cana-813	147	5	7	7	NUM
cana-813	147	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-813	147	7	dataset	dataset	NOUN
cana-813	147	8	.	.	PUNCT
cana-813	148	1	therefore	therefore	ADV
cana-813	148	2	,	,	PUNCT
cana-813	148	3	the	the	DET
cana-813	148	4	potential	potential	NOUN
cana-813	148	5	to	to	PART
cana-813	148	6	employ	employ	VERB
cana-813	148	7	a	a	DET
cana-813	148	8	similar	similar	ADJ
cana-813	148	9	strategy	strategy	NOUN
cana-813	148	10	to	to	PART
cana-813	148	11	develop	develop	VERB
cana-813	148	12	distinct	distinct	ADJ
cana-813	148	13	prediction	prediction	NOUN
cana-813	148	14	models	model	NOUN
cana-813	148	15	for	for	ADP
cana-813	148	16	each	each	DET
cana-813	148	17	stock	stock	NOUN
cana-813	148	18	.	.	PUNCT
cana-813	149	1	4.2	4.2	NUM
cana-813	149	2	.	.	PUNCT
cana-813	149	3	prophet	prophet	NOUN
cana-813	149	4	prediction	prediction	NOUN
cana-813	149	5	figure	figure	NOUN
cana-813	149	6	3	3	NUM
cana-813	149	7	:	:	PUNCT
cana-813	149	8	nifty50	nifty50	ADV
cana-813	149	9	close	close	ADJ
cana-813	149	10	price	price	NOUN
cana-813	149	11	plots	plot	NOUN
cana-813	149	12	using	use	VERB
cana-813	149	13	prophet	prophet	NOUN
cana-813	149	14	for	for	ADP
cana-813	149	15	forecasting	forecast	VERB
cana-813	149	16	figure	figure	NOUN
cana-813	149	17	3	3	NUM
cana-813	149	18	illustrates	illustrate	VERB
cana-813	149	19	the	the	DET
cana-813	149	20	nifty50	nifty50	ADJ
cana-813	149	21	chart	chart	NOUN
cana-813	149	22	generated	generate	VERB
cana-813	149	23	by	by	ADP
cana-813	149	24	the	the	DET
cana-813	149	25	prophet	prophet	NOUN
cana-813	149	26	model	model	NOUN
cana-813	149	27	.	.	PUNCT
cana-813	150	1	in	in	ADP
cana-813	150	2	this	this	DET
cana-813	150	3	figure	figure	NOUN
cana-813	150	4	,	,	PUNCT
cana-813	150	5	the	the	DET
cana-813	150	6	actual	actual	ADJ
cana-813	150	7	prices	price	NOUN
cana-813	150	8	are	be	AUX
cana-813	150	9	denoted	denote	VERB
cana-813	150	10	by	by	ADP
cana-813	150	11	black	black	ADJ
cana-813	150	12	dots	dot	NOUN
cana-813	150	13	,	,	PUNCT
cana-813	150	14	while	while	SCONJ
cana-813	150	15	the	the	DET
cana-813	150	16	predicted	predict	VERB
cana-813	150	17	price	price	NOUN
cana-813	150	18	values	value	NOUN
cana-813	150	19	are	be	AUX
cana-813	150	20	represented	represent	VERB
cana-813	150	21	by	by	ADP
cana-813	150	22	the	the	DET
cana-813	150	23	blue	blue	ADJ
cana-813	150	24	line	line	NOUN
cana-813	150	25	.	.	PUNCT
cana-813	151	1	an	an	DET
cana-813	151	2	intriguing	intriguing	ADJ
cana-813	151	3	aspect	aspect	NOUN
cana-813	151	4	is	be	AUX
cana-813	151	5	the	the	DET
cana-813	151	6	inclusion	inclusion	NOUN
cana-813	151	7	of	of	ADP
cana-813	151	8	upper	upper	ADJ
cana-813	151	9	and	and	CCONJ
cana-813	151	10	lower	low	ADJ
cana-813	151	11	bounds	bound	NOUN
cana-813	151	12	for	for	ADP
cana-813	151	13	the	the	DET
cana-813	151	14	projected	project	VERB
cana-813	151	15	prices	price	NOUN
cana-813	151	16	.	.	PUNCT
cana-813	152	1	this	this	DET
cana-813	152	2	chart	chart	NOUN
cana-813	152	3	demonstrates	demonstrate	VERB
cana-813	152	4	that	that	SCONJ
cana-813	152	5	,	,	PUNCT
cana-813	152	6	for	for	ADP
cana-813	152	7	the	the	DET
cana-813	152	8	majority	majority	NOUN
cana-813	152	9	of	of	ADP
cana-813	152	10	the	the	DET
cana-813	152	11	time	time	NOUN
cana-813	152	12	,	,	PUNCT
cana-813	152	13	the	the	DET
cana-813	152	14	predicted	predict	VERB
cana-813	152	15	values	value	NOUN
cana-813	152	16	closely	closely	ADV
cana-813	152	17	align	align	VERB
cana-813	152	18	with	with	ADP
cana-813	152	19	the	the	DET
cana-813	152	20	actual	actual	ADJ
cana-813	152	21	prices	price	NOUN
cana-813	152	22	and	and	CCONJ
cana-813	152	23	there	there	PRON
cana-813	152	24	are	be	VERB
cana-813	152	25	inconsistencies	inconsistency	NOUN
cana-813	152	26	like	like	ADP
cana-813	152	27	predicting	predict	VERB
cana-813	152	28	minor	minor	ADJ
cana-813	152	29	price	price	NOUN
cana-813	152	30	increases	increase	NOUN
cana-813	152	31	right	right	ADV
cana-813	152	32	after	after	ADP
cana-813	152	33	a	a	DET
cana-813	152	34	drop	drop	NOUN
cana-813	152	35	.	.	PUNCT
cana-813	153	1	4.3	4.3	NUM
cana-813	153	2	.	.	PUNCT
cana-813	153	3	performance	performance	NOUN
cana-813	153	4	evaluation	evaluation	NOUN
cana-813	153	5	table	table	NOUN
cana-813	153	6	1	1	NUM
cana-813	153	7	:	:	PUNCT
cana-813	153	8	performance	performance	NOUN
cana-813	153	9	metrics	metric	NOUN
cana-813	153	10	measurement	measurement	NOUN
cana-813	153	11	for	for	ADP
cana-813	153	12	nifty50	nifty50	X
cana-813	153	13	’s	’s	PART
cana-813	153	14	close	close	ADJ
cana-813	153	15	price	price	NOUN
cana-813	153	16	model	model	NOUN
cana-813	153	17	hmm	hmm	INTJ
cana-813	153	18	facebook	facebook	PROPN
cana-813	153	19	’s	’s	PART
cana-813	153	20	prophet	prophet	NOUN
cana-813	153	21	arima	arima	PROPN
cana-813	153	22	[	[	X
cana-813	153	23	1	1	NUM
cana-813	153	24	]	]	PUNCT
cana-813	153	25	mape	mape	NOUN
cana-813	153	26	0.01	0.01	NUM
cana-813	153	27	0.025	0.025	NUM
cana-813	153	28	0.745	0.745	NUM
cana-813	153	29	rmse	rmse	NOUN
cana-813	153	30	0.31	0.31	NUM
cana-813	153	31	0.33	0.33	NUM
cana-813	153	32	0.45	0.45	NUM
cana-813	153	33	the	the	DET
cana-813	153	34	mape	mape	NOUN
cana-813	153	35	and	and	CCONJ
cana-813	153	36	rmse	rmse	NOUN
cana-813	153	37	is	be	AUX
cana-813	153	38	a	a	DET
cana-813	153	39	metric	metric	ADJ
cana-813	153	40	commonly	commonly	ADV
cana-813	153	41	used	use	VERB
cana-813	153	42	to	to	PART
cana-813	153	43	evaluate	evaluate	VERB
cana-813	153	44	the	the	DET
cana-813	153	45	accuracy	accuracy	NOUN
cana-813	153	46	of	of	ADP
cana-813	153	47	forecasting	forecasting	NOUN
cana-813	153	48	models	model	NOUN
cana-813	153	49	.	.	PUNCT
cana-813	154	1	hmm	hmm	INTJ
cana-813	154	2	has	have	VERB
cana-813	154	3	the	the	DET
cana-813	154	4	lowest	low	ADJ
cana-813	154	5	mape	mape	NOUN
cana-813	154	6	value	value	NOUN
cana-813	154	7	of	of	ADP
cana-813	154	8	0.01	0.01	NUM
cana-813	154	9	,	,	PUNCT
cana-813	154	10	indicating	indicate	VERB
cana-813	154	11	that	that	SCONJ
cana-813	154	12	it	it	PRON
cana-813	154	13	has	have	VERB
cana-813	154	14	the	the	DET
cana-813	154	15	better	well	ADJ
cana-813	154	16	predictive	predictive	ADJ
cana-813	154	17	accuracy	accuracy	NOUN
cana-813	154	18	among	among	ADP
cana-813	154	19	the	the	DET
cana-813	154	20	three	three	NUM
cana-813	154	21	models	model	NOUN
cana-813	154	22	.	.	PUNCT
cana-813	155	1	facebook	facebook	PROPN
cana-813	155	2	's	's	PART
cana-813	155	3	prophet	prophet	NOUN
cana-813	155	4	has	have	VERB
cana-813	155	5	a	a	DET
cana-813	155	6	mape	mape	NOUN
cana-813	155	7	value	value	NOUN
cana-813	155	8	of	of	ADP
cana-813	155	9	0.025	0.025	NUM
cana-813	155	10	,	,	PUNCT
cana-813	155	11	which	which	PRON
cana-813	155	12	is	be	AUX
cana-813	155	13	higher	high	ADJ
cana-813	155	14	than	than	ADP
cana-813	155	15	hmm	hmm	INTJ
cana-813	155	16	but	but	CCONJ
cana-813	155	17	still	still	ADV
cana-813	155	18	quite	quite	ADV
cana-813	155	19	low	low	ADJ
cana-813	155	20	.	.	PUNCT
cana-813	156	1	prophet	prophet	NOUN
cana-813	156	2	is	be	AUX
cana-813	156	3	known	know	VERB
cana-813	156	4	for	for	ADP
cana-813	156	5	its	its	PRON
cana-813	156	6	ability	ability	NOUN
cana-813	156	7	to	to	PART
cana-813	156	8	handle	handle	VERB
cana-813	156	9	various	various	ADJ
cana-813	156	10	trends	trend	NOUN
cana-813	156	11	,	,	PUNCT
cana-813	156	12	seasonality	seasonality	NOUN
cana-813	156	13	,	,	PUNCT
cana-813	156	14	and	and	CCONJ
cana-813	156	15	holidays	holiday	NOUN
cana-813	156	16	in	in	ADP
cana-813	156	17	time	time	NOUN
cana-813	156	18	series	series	PROPN
cana-813	156	19	data	data	PROPN
cana-813	156	20	.	.	PUNCT
cana-813	157	1	arima	arima	PROPN
cana-813	157	2	has	have	VERB
cana-813	157	3	the	the	DET
cana-813	157	4	highest	high	ADJ
cana-813	157	5	mape	mape	NOUN
cana-813	157	6	value	value	NOUN
cana-813	157	7	of	of	ADP
cana-813	157	8	0.745	0.745	NUM
cana-813	157	9	,	,	PUNCT
cana-813	157	10	suggesting	suggest	VERB
cana-813	157	11	that	that	SCONJ
cana-813	157	12	it	it	PRON
cana-813	157	13	might	might	AUX
cana-813	157	14	not	not	PART
cana-813	157	15	perform	perform	VERB
cana-813	157	16	as	as	ADV
cana-813	157	17	well	well	ADV
cana-813	157	18	in	in	ADP
cana-813	157	19	terms	term	NOUN
cana-813	157	20	of	of	ADP
cana-813	157	21	accuracy	accuracy	NOUN
cana-813	157	22	compared	compare	VERB
cana-813	157	23	to	to	ADP
cana-813	157	24	the	the	DET
cana-813	157	25	other	other	ADJ
cana-813	157	26	two	two	NUM
cana-813	157	27	models	model	NOUN
cana-813	157	28	in	in	ADP
cana-813	157	29	the	the	DET
cana-813	157	30	context	context	NOUN
cana-813	157	31	of	of	ADP
cana-813	157	32	the	the	DET
cana-813	157	33	dataset	dataset	NOUN
cana-813	157	34	you	you	PRON
cana-813	157	35	're	be	AUX
cana-813	157	36	evaluating	evaluate	VERB
cana-813	157	37	.	.	PUNCT
cana-813	158	1	similar	similar	ADJ
cana-813	158	2	to	to	ADP
cana-813	158	3	mape	mape	NOUN
cana-813	158	4	,	,	PUNCT
cana-813	158	5	the	the	DET
cana-813	158	6	hmm	hmm	NOUN
cana-813	158	7	model	model	NOUN
cana-813	158	8	also	also	ADV
cana-813	158	9	demonstrates	demonstrate	VERB
cana-813	158	10	the	the	DET
cana-813	158	11	lowest	low	ADJ
cana-813	158	12	rmse	rmse	NOUN
cana-813	158	13	of	of	ADP
cana-813	158	14	0.31	0.31	NUM
cana-813	158	15	,	,	PUNCT
cana-813	158	16	indicating	indicate	VERB
cana-813	158	17	the	the	DET
cana-813	158	18	smallest	small	ADJ
cana-813	158	19	overall	overall	ADJ
cana-813	158	20	error	error	NOUN
cana-813	158	21	in	in	ADP
cana-813	158	22	its	its	PRON
cana-813	158	23	predictions	prediction	NOUN
cana-813	158	24	.	.	PUNCT
cana-813	159	1	prophet	prophet	NOUN
cana-813	159	2	follows	follow	VERB
cana-813	159	3	with	with	ADP
cana-813	159	4	an	an	DET
cana-813	159	5	rmse	rmse	NOUN
cana-813	159	6	of	of	ADP
cana-813	159	7	0.33	0.33	NUM
cana-813	159	8	,	,	PUNCT
cana-813	159	9	indicating	indicate	VERB
cana-813	159	10	slightly	slightly	ADV
cana-813	159	11	higher	high	ADJ
cana-813	159	12	error	error	NOUN
cana-813	159	13	compared	compare	VERB
cana-813	159	14	to	to	ADP
cana-813	159	15	the	the	DET
cana-813	159	16	hmm	hmm	PROPN
cana-813	159	17	model	model	NOUN
cana-813	159	18	.	.	PUNCT
cana-813	160	1	arima	arima	PROPN
cana-813	160	2	,	,	PUNCT
cana-813	160	3	once	once	ADV
cana-813	160	4	again	again	ADV
cana-813	160	5	,	,	PUNCT
cana-813	160	6	exhibits	exhibit	VERB
cana-813	160	7	the	the	DET
cana-813	160	8	highest	high	ADJ
cana-813	160	9	rmse	rmse	NOUN
cana-813	160	10	of	of	ADP
cana-813	160	11	0.45	0.45	NUM
cana-813	160	12	,	,	PUNCT
cana-813	160	13	implying	imply	VERB
cana-813	160	14	that	that	SCONJ
cana-813	160	15	its	its	PRON
cana-813	160	16	forecasts	forecast	NOUN
cana-813	160	17	have	have	VERB
cana-813	160	18	the	the	DET
cana-813	160	19	largest	large	ADJ
cana-813	160	20	root	root	NOUN
cana-813	160	21	mean	mean	ADJ
cana-813	160	22	square	square	ADJ
cana-813	160	23	deviation	deviation	NOUN
cana-813	160	24	from	from	ADP
cana-813	160	25	the	the	DET
cana-813	160	26	actual	actual	ADJ
cana-813	160	27	data	datum	NOUN
cana-813	160	28	.	.	PUNCT
cana-813	161	1	in	in	ADP
cana-813	161	2	general	general	ADJ
cana-813	161	3	,	,	PUNCT
cana-813	161	4	a	a	DET
cana-813	161	5	lower	low	ADJ
cana-813	161	6	mape	mape	NOUN
cana-813	161	7	and	and	CCONJ
cana-813	161	8	rmse	rmse	ADJ
cana-813	161	9	value	value	NOUN
cana-813	161	10	indicates	indicate	VERB
cana-813	161	11	better	well	ADJ
cana-813	161	12	forecasting	forecasting	NOUN
cana-813	161	13	accuracy	accuracy	NOUN
cana-813	161	14	,	,	PUNCT
cana-813	161	15	so	so	ADV
cana-813	161	16	based	base	VERB
cana-813	161	17	on	on	ADP
cana-813	161	18	the	the	DET
cana-813	161	19	provided	provide	VERB
cana-813	161	20	values	value	NOUN
cana-813	161	21	,	,	PUNCT
cana-813	161	22	it	it	PRON
cana-813	161	23	seems	seem	VERB
cana-813	161	24	that	that	SCONJ
cana-813	161	25	the	the	DET
cana-813	161	26	hmm	hmm	NOUN
cana-813	161	27	model	model	NOUN
cana-813	161	28	is	be	AUX
cana-813	161	29	the	the	DET
cana-813	161	30	most	most	ADV
cana-813	161	31	accurate	accurate	ADJ
cana-813	161	32	,	,	PUNCT
cana-813	161	33	followed	follow	VERB
cana-813	161	34	by	by	ADP
cana-813	161	35	facebook	facebook	PROPN
cana-813	161	36	's	's	PART
cana-813	161	37	prophet	prophet	NOUN
cana-813	161	38	,	,	PUNCT
cana-813	161	39	and	and	CCONJ
cana-813	161	40	then	then	ADV
cana-813	161	41	arima	arima	PROPN
cana-813	161	42	.	.	PUNCT
cana-813	162	1	communications	communication	NOUN
cana-813	162	2	on	on	ADP
cana-813	162	3	applied	apply	VERB
cana-813	162	4	nonlinear	nonlinear	ADJ
cana-813	162	5	analysis	analysis	NOUN
cana-813	162	6	issn	issn	NOUN
cana-813	162	7	:	:	PUNCT
cana-813	162	8	1074	1074	NUM
cana-813	162	9	-	-	PUNCT
cana-813	162	10	133x	133x	NUM
cana-813	162	11	vol	vol	NOUN
cana-813	162	12	31	31	NUM
cana-813	162	13	no	no	NOUN
cana-813	162	14	.	.	PUNCT
cana-813	163	1	4s	4s	NUM
cana-813	163	2	(	(	PUNCT
cana-813	163	3	2024	2024	NUM
cana-813	163	4	)	)	PUNCT
cana-813	163	5	8	8	NUM
cana-813	163	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-813	163	7	5	5	NUM
cana-813	163	8	.	.	PUNCT
cana-813	163	9	conclusion	conclusion	NOUN
cana-813	163	10	statistical	statistical	ADJ
cana-813	163	11	and	and	CCONJ
cana-813	163	12	machine	machine	NOUN
cana-813	163	13	learning	learning	NOUN
cana-813	163	14	methods	method	NOUN
cana-813	163	15	have	have	AUX
cana-813	163	16	been	be	AUX
cana-813	163	17	commonly	commonly	ADV
cana-813	163	18	employed	employ	VERB
cana-813	163	19	to	to	PART
cana-813	163	20	predict	predict	VERB
cana-813	163	21	the	the	DET
cana-813	163	22	future	future	ADJ
cana-813	163	23	values	value	NOUN
cana-813	163	24	of	of	ADP
cana-813	163	25	the	the	DET
cana-813	163	26	nifty50	nifty50	ADJ
cana-813	163	27	index	index	NOUN
cana-813	163	28	.	.	PUNCT
cana-813	164	1	for	for	ADP
cana-813	164	2	prediction	prediction	NOUN
cana-813	164	3	,	,	PUNCT
cana-813	164	4	hmm	hmm	INTJ
cana-813	164	5	and	and	CCONJ
cana-813	164	6	prophet	prophet	NOUN
cana-813	164	7	models	model	NOUN
cana-813	164	8	were	be	AUX
cana-813	164	9	used	use	VERB
cana-813	164	10	.	.	PUNCT
cana-813	165	1	both	both	CCONJ
cana-813	165	2	the	the	DET
cana-813	165	3	hmm	hmm	NOUN
cana-813	165	4	and	and	CCONJ
cana-813	165	5	prophet	prophet	NOUN
cana-813	165	6	models	model	NOUN
cana-813	165	7	have	have	VERB
cana-813	165	8	very	very	ADV
cana-813	165	9	similar	similar	ADJ
cana-813	165	10	performance	performance	NOUN
cana-813	165	11	with	with	ADP
cana-813	165	12	the	the	DET
cana-813	165	13	prophet	prophet	NOUN
cana-813	165	14	model	model	NOUN
cana-813	165	15	having	have	VERB
cana-813	165	16	slightly	slightly	ADV
cana-813	165	17	higher	high	ADJ
cana-813	165	18	mape	mape	NOUN
cana-813	165	19	value	value	NOUN
cana-813	165	20	.	.	PUNCT
cana-813	166	1	mape	mape	NOUN
cana-813	166	2	value	value	NOUN
cana-813	166	3	for	for	ADP
cana-813	166	4	hmm	hmm	INTJ
cana-813	166	5	is	be	AUX
cana-813	166	6	0.01	0.01	NUM
cana-813	166	7	and	and	CCONJ
cana-813	166	8	prophet	prophet	NOUN
cana-813	166	9	is	be	AUX
cana-813	166	10	0.025	0.025	NUM
cana-813	166	11	.	.	PUNCT
cana-813	167	1	the	the	DET
cana-813	167	2	constraints	constraint	NOUN
cana-813	167	3	observed	observe	VERB
cana-813	167	4	during	during	ADP
cana-813	167	5	the	the	DET
cana-813	167	6	application	application	NOUN
cana-813	167	7	of	of	ADP
cana-813	167	8	the	the	DET
cana-813	167	9	forecasting	forecasting	NOUN
cana-813	167	10	methods	method	NOUN
cana-813	167	11	explored	explore	VERB
cana-813	167	12	in	in	ADP
cana-813	167	13	this	this	DET
cana-813	167	14	study	study	NOUN
cana-813	167	15	highlight	highlight	VERB
cana-813	167	16	the	the	DET
cana-813	167	17	need	need	NOUN
cana-813	167	18	to	to	PART
cana-813	167	19	assess	assess	VERB
cana-813	167	20	additional	additional	ADJ
cana-813	167	21	models	model	NOUN
cana-813	167	22	that	that	PRON
cana-813	167	23	can	can	AUX
cana-813	167	24	combine	combine	VERB
cana-813	167	25	the	the	DET
cana-813	167	26	strengths	strength	NOUN
cana-813	167	27	of	of	ADP
cana-813	167	28	each	each	DET
cana-813	167	29	approach	approach	NOUN
cana-813	167	30	.	.	PUNCT
cana-813	168	1	additionally	additionally	ADV
cana-813	168	2	,	,	PUNCT
cana-813	168	3	it	it	PRON
cana-813	168	4	would	would	AUX
cana-813	168	5	be	be	AUX
cana-813	168	6	pertinent	pertinent	ADJ
cana-813	168	7	to	to	PART
cana-813	168	8	apply	apply	VERB
cana-813	168	9	the	the	DET
cana-813	168	10	attention	attention	NOUN
cana-813	168	11	mechanism	mechanism	NOUN
cana-813	168	12	,	,	PUNCT
cana-813	168	13	one	one	NUM
cana-813	168	14	of	of	ADP
cana-813	168	15	the	the	DET
cana-813	168	16	most	most	ADV
cana-813	168	17	promising	promising	ADJ
cana-813	168	18	recent	recent	ADJ
cana-813	168	19	developments	development	NOUN
cana-813	168	20	in	in	ADP
cana-813	168	21	machine	machine	NOUN
cana-813	168	22	learning	learning	NOUN
cana-813	168	23	,	,	PUNCT
cana-813	168	24	to	to	ADP
cana-813	168	25	the	the	DET
cana-813	168	26	forecasting	forecasting	NOUN
cana-813	168	27	task	task	NOUN
cana-813	168	28	,	,	PUNCT
cana-813	168	29	was	be	AUX
cana-813	168	30	investigated	investigate	VERB
cana-813	168	31	.	.	PUNCT
cana-813	169	1	exploring	explore	VERB
cana-813	169	2	this	this	DET
cana-813	169	3	specific	specific	ADJ
cana-813	169	4	area	area	NOUN
cana-813	169	5	is	be	AUX
cana-813	169	6	certainly	certainly	ADV
cana-813	169	7	appealing	appeal	VERB
cana-813	169	8	and	and	CCONJ
cana-813	169	9	has	have	AUX
cana-813	169	10	recently	recently	ADV
cana-813	169	11	gained	gain	VERB
cana-813	169	12	attention	attention	NOUN
cana-813	169	13	in	in	ADP
cana-813	169	14	this	this	DET
cana-813	169	15	field	field	NOUN
cana-813	169	16	.	.	PUNCT
cana-813	170	1	the	the	DET
cana-813	170	2	further	further	ADJ
cana-813	170	3	work	work	NOUN
cana-813	170	4	involved	involve	VERB
cana-813	170	5	the	the	DET
cana-813	170	6	utilization	utilization	NOUN
cana-813	170	7	of	of	ADP
cana-813	170	8	hybrid	hybrid	ADJ
cana-813	170	9	machine	machine	NOUN
cana-813	170	10	learning	learn	VERB
cana-813	170	11	techniques	technique	NOUN
cana-813	170	12	for	for	ADP
cana-813	170	13	stock	stock	NOUN
cana-813	170	14	forecasting	forecasting	NOUN
cana-813	170	15	.	.	PUNCT
cana-813	171	1	reference	reference	NOUN
cana-813	171	2	[	[	X
cana-813	171	3	1	1	NUM
cana-813	171	4	]	]	PUNCT
cana-813	171	5	ashik	ashik	NOUN
cana-813	171	6	,	,	PUNCT
cana-813	171	7	a.	a.	NOUN
cana-813	171	8	m.	m.	NOUN
cana-813	171	9	,	,	PUNCT
cana-813	171	10	&	&	CCONJ
cana-813	171	11	kannan	kannan	PROPN
cana-813	171	12	,	,	PUNCT
cana-813	171	13	k.	k.	PROPN
cana-813	171	14	s.	s.	PROPN
cana-813	171	15	(	(	PUNCT
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cana-813	171	17	)	)	PUNCT
cana-813	171	18	.	.	PUNCT
cana-813	172	1	time	time	PROPN
cana-813	172	2	series	series	PROPN
cana-813	172	3	model	model	PROPN
cana-813	172	4	for	for	ADP
cana-813	172	5	stock	stock	NOUN
cana-813	172	6	price	price	NOUN
cana-813	172	7	forecasting	forecasting	NOUN
cana-813	172	8	in	in	ADP
cana-813	172	9	india	india	PROPN
cana-813	172	10	.	.	PUNCT
cana-813	173	1	logistics	logistic	NOUN
cana-813	173	2	,	,	PUNCT
cana-813	173	3	supply	supply	NOUN
cana-813	173	4	chain	chain	NOUN
cana-813	173	5	and	and	CCONJ
cana-813	173	6	financial	financial	ADJ
cana-813	173	7	predictive	predictive	ADJ
cana-813	173	8	analytics	analytic	NOUN
cana-813	173	9	:	:	PUNCT
cana-813	173	10	theory	theory	NOUN
cana-813	173	11	and	and	CCONJ
cana-813	173	12	practices	practice	NOUN
cana-813	173	13	,	,	PUNCT
cana-813	173	14	221	221	NUM
cana-813	173	15	-	-	SYM
cana-813	173	16	231	231	NUM
cana-813	173	17	.	.	PUNCT
cana-813	174	1	[	[	X
cana-813	174	2	2	2	NUM
cana-813	174	3	]	]	PUNCT
cana-813	174	4	bustos	bustos	PROPN
cana-813	174	5	,	,	PUNCT
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cana-813	174	7	,	,	PUNCT
cana-813	174	8	&	&	CCONJ
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cana-813	174	10	-	-	PUNCT
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cana-813	174	12	,	,	PUNCT
cana-813	174	13	a.	a.	NOUN
cana-813	174	14	(	(	PUNCT
cana-813	174	15	2020	2020	NUM
cana-813	174	16	)	)	PUNCT
cana-813	174	17	.	.	PUNCT
cana-813	175	1	stock	stock	NOUN
cana-813	175	2	market	market	NOUN
cana-813	175	3	movement	movement	NOUN
cana-813	175	4	forecast	forecast	PROPN
cana-813	175	5	:	:	PUNCT
cana-813	175	6	a	a	DET
cana-813	175	7	systematic	systematic	ADJ
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cana-813	175	9	.	.	PUNCT
cana-813	176	1	expert	expert	NOUN
cana-813	176	2	systems	system	NOUN
cana-813	176	3	with	with	ADP
cana-813	176	4	applications	application	NOUN
cana-813	176	5	,	,	PUNCT
cana-813	176	6	156	156	NUM
cana-813	176	7	,	,	PUNCT
cana-813	176	8	113464	113464	NUM
cana-813	176	9	.	.	PUNCT
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cana-813	177	2	3	3	NUM
cana-813	177	3	]	]	X
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cana-813	177	5	,	,	PUNCT
cana-813	177	6	n.	n.	PROPN
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cana-813	177	8	.	.	PROPN
cana-813	177	9	,	,	PUNCT
cana-813	177	10	güner	güner	NOUN
cana-813	177	11	,	,	PUNCT
cana-813	177	12	p.	p.	PROPN
cana-813	177	13	,	,	PUNCT
cana-813	177	14	akbaş	akbaş	PROPN
cana-813	177	15	,	,	PUNCT
cana-813	177	16	a.	a.	NOUN
cana-813	177	17	,	,	PUNCT
cana-813	177	18	&	&	CCONJ
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cana-813	177	22	,	,	PUNCT
cana-813	177	23	b.	b.	PROPN
cana-813	177	24	(	(	PUNCT
cana-813	177	25	2022	2022	NUM
cana-813	177	26	)	)	PUNCT
cana-813	177	27	.	.	PUNCT
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cana-813	178	10	-	-	PUNCT
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cana-813	178	15	european	european	PROPN
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cana-813	178	18	.	.	PUNCT
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cana-813	179	2	journal	journal	PROPN
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cana-813	179	4	3d	3d	NUM
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cana-813	179	7	and	and	CCONJ
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cana-813	179	12	)	)	PUNCT
cana-813	179	13	,	,	PUNCT
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cana-813	179	15	-	-	SYM
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cana-813	179	17	.	.	PUNCT
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cana-813	180	3	]	]	SYM
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cana-813	180	9	&	&	CCONJ
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cana-813	180	11	,	,	PUNCT
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cana-813	180	13	(	(	PUNCT
cana-813	180	14	2021	2021	NUM
cana-813	180	15	,	,	PUNCT
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cana-813	180	17	)	)	PUNCT
cana-813	180	18	.	.	PUNCT
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cana-813	180	22	model	model	NOUN
cana-813	180	23	for	for	ADP
cana-813	180	24	supermarket	supermarket	NOUN
cana-813	180	25	sales	sale	NOUN
cana-813	180	26	using	use	VERB
cana-813	180	27	fb	fb	NOUN
cana-813	180	28	-	-	NOUN
cana-813	180	29	prophet	prophet	NOUN
cana-813	180	30	.	.	PUNCT
cana-813	181	1	in	in	ADP
cana-813	181	2	2021	2021	NUM
cana-813	181	3	5th	5th	ADJ
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cana-813	181	10	communication	communication	NOUN
cana-813	181	11	(	(	PUNCT
cana-813	181	12	iccmc	iccmc	NOUN
cana-813	181	13	)	)	PUNCT
cana-813	181	14	(	(	PUNCT
cana-813	181	15	pp	pp	ADJ
cana-813	181	16	.	.	PUNCT
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cana-813	182	2	-	-	SYM
cana-813	182	3	554	554	NUM
cana-813	182	4	)	)	PUNCT
cana-813	182	5	.	.	PUNCT
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cana-813	183	2	.	.	PUNCT
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cana-813	184	5	,	,	PUNCT
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cana-813	184	7	,	,	PUNCT
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cana-813	184	9	,	,	PUNCT
cana-813	184	10	b.	b.	PROPN
cana-813	184	11	a.	a.	PROPN
cana-813	184	12	,	,	PUNCT
cana-813	184	13	&	&	CCONJ
cana-813	184	14	putra	putra	PROPN
cana-813	184	15	,	,	PUNCT
cana-813	184	16	a.	a.	NOUN
cana-813	184	17	p.	p.	NOUN
cana-813	184	18	(	(	PUNCT
cana-813	184	19	2021	2021	NUM
cana-813	184	20	,	,	PUNCT
cana-813	184	21	august	august	PROPN
cana-813	184	22	)	)	PUNCT
cana-813	184	23	.	.	PUNCT
cana-813	185	1	implementation	implementation	NOUN
cana-813	185	2	of	of	ADP
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cana-813	185	6	(	(	PUNCT
cana-813	185	7	hmm	hmm	INTJ
cana-813	185	8	)	)	PUNCT
cana-813	185	9	to	to	PART
cana-813	185	10	predict	predict	VERB
cana-813	185	11	financial	financial	ADJ
cana-813	185	12	market	market	NOUN
cana-813	185	13	regime	regime	NOUN
cana-813	185	14	.	.	PUNCT
cana-813	186	1	in	in	ADP
cana-813	186	2	2021	2021	NUM
cana-813	186	3	9th	9th	ADJ
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cana-813	186	6	on	on	ADP
cana-813	186	7	information	information	NOUN
cana-813	186	8	and	and	CCONJ
cana-813	186	9	communication	communication	NOUN
cana-813	186	10	technology	technology	NOUN
cana-813	186	11	(	(	PUNCT
cana-813	186	12	icoict	icoict	PROPN
cana-813	186	13	)	)	PUNCT
cana-813	186	14	(	(	PUNCT
cana-813	186	15	pp	pp	X
cana-813	186	16	.	.	PUNCT
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cana-813	187	2	-	-	SYM
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cana-813	187	4	)	)	PUNCT
cana-813	187	5	.	.	PUNCT
cana-813	188	1	ieee	ieee	NOUN
cana-813	188	2	.	.	PUNCT
cana-813	189	1	[	[	X
cana-813	189	2	6	6	NUM
cana-813	189	3	]	]	X
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cana-813	189	5	,	,	PUNCT
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cana-813	189	8	(	(	PUNCT
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cana-813	189	10	)	)	PUNCT
cana-813	189	11	.	.	PUNCT
cana-813	190	1	stock	stock	NOUN
cana-813	190	2	price	price	NOUN
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cana-813	190	5	prophet	prophet	NOUN
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cana-813	190	10	and	and	CCONJ
cana-813	190	11	tlkm	tlkm	NOUN
cana-813	190	12	.	.	PUNCT
cana-813	191	1	international	international	ADJ
cana-813	191	2	journal	journal	NOUN
cana-813	191	3	of	of	ADP
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cana-813	191	5	in	in	ADP
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cana-813	191	7	and	and	CCONJ
cana-813	191	8	information	information	NOUN
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cana-813	191	10	,	,	PUNCT
cana-813	191	11	4(1	4(1	NOUN
cana-813	191	12	)	)	PUNCT
cana-813	191	13	,	,	PUNCT
cana-813	191	14	1	1	NUM
cana-813	191	15	-	-	SYM
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cana-813	191	17	.	.	PUNCT
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cana-813	192	3	]	]	SYM
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cana-813	192	5	,	,	PUNCT
cana-813	192	6	z.	z.	PROPN
cana-813	192	7	,	,	PUNCT
cana-813	192	8	&	&	CCONJ
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cana-813	192	10	,	,	PUNCT
cana-813	192	11	b.	b.	PROPN
cana-813	192	12	(	(	PUNCT
cana-813	192	13	2022	2022	NUM
cana-813	192	14	)	)	PUNCT
cana-813	192	15	.	.	PUNCT
cana-813	193	1	research	research	NOUN
cana-813	193	2	on	on	ADP
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cana-813	193	4	-	-	PUNCT
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cana-813	193	8	price	price	NOUN
cana-813	193	9	prediction	prediction	NOUN
cana-813	193	10	.	.	PUNCT
cana-813	194	1	mobile	mobile	ADJ
cana-813	194	2	information	information	NOUN
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cana-813	194	4	,	,	PUNCT
cana-813	194	5	2022	2022	NUM
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cana-813	195	3	]	]	PUNCT
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cana-813	195	5	,	,	PUNCT
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cana-813	195	7	,	,	PUNCT
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cana-813	195	9	,	,	PUNCT
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cana-813	195	14	&	&	CCONJ
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cana-813	195	16	,	,	PUNCT
cana-813	195	17	m.	m.	NOUN
cana-813	195	18	g.	g.	PROPN
cana-813	195	19	r.	r.	PROPN
cana-813	195	20	(	(	PUNCT
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cana-813	195	22	)	)	PUNCT
cana-813	195	23	.	.	PUNCT
cana-813	196	1	dse	dse	PROPN
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cana-813	196	9	.	.	PUNCT
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cana-813	197	4	.	.	PUNCT
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cana-813	198	3	]	]	SYM
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cana-813	198	5	,	,	PUNCT
cana-813	198	6	s.	s.	PROPN
cana-813	198	7	,	,	PUNCT
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cana-813	198	9	,	,	PUNCT
cana-813	198	10	y.	y.	PROPN
cana-813	198	11	,	,	PUNCT
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cana-813	199	7	on	on	ADP
cana-813	199	8	multiple	multiple	ADJ
cana-813	199	9	data	datum	NOUN
cana-813	199	10	sources	source	NOUN
cana-813	199	11	and	and	CCONJ
cana-813	199	12	sentiment	sentiment	NOUN
cana-813	199	13	analysis	analysis	NOUN
cana-813	199	14	.	.	PUNCT
cana-813	200	1	connection	connection	NOUN
cana-813	200	2	science	science	NOUN
cana-813	200	3	,	,	PUNCT
cana-813	200	4	34(1	34(1	NUM
cana-813	200	5	)	)	PUNCT
cana-813	200	6	,	,	PUNCT
cana-813	200	7	44	44	NUM
cana-813	200	8	-	-	SYM
cana-813	200	9	62	62	NUM
cana-813	200	10	.	.	PUNCT